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values | processed_time stringdate 2025-04-21 16:15:51 2025-04-21 16:39:40 | request dict | response dict |
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2025-04-21T16:37:53.992+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'The authors redefine privacy and introduce a privacy-utility trade-off. In the related work, the authors also mentioned differential privacy, which has a similar trade-off. Could the authors elaborate on the differe... | {
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2025-04-21T16:35:29.086+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'The experiments are only conducted on randomly sampled sub-sets of the test sets, which may raise concerns about the convincingness of the results.', 'paper_id': 'cG8Q4FE0Hi', 'review_id': 'EyMZdNlpiZ'}\nQ2. {'Q_Num... | {
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2025-04-21T16:21:19.049+00:00 | {
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"text": "Q1. {'Q_Number': None, 'Question': 'Please check the questions in the weaknesses.', 'paper_id': 'CgpiO0DRrk', 'review_id': '2mQAM45xsU'}\nQ2. {'Q_Number': None, 'Question': 'How the proposed model will change accordingly?', 'paper_id': 'CgpiO0DRrk', ... | {
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2025-04-21T16:33:37.512+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'The improvements reported in the paper are astonishing. I wonder if the authors conduct any significance test on the improvements and the corresponding confidence levels, especially for the isolated and low-degree c... | {
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2025-04-21T16:17:26.345+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'How did you ensure that the PINN methods you evaluated were able to handle the diverse range of PDEs in your dataset, and what challenges did you encounter in this process?', 'paper_id': 'ApjY32f3Xr', 'review_id': '... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"How did you ensure that the... | |
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2025-04-21T16:37:35.983+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'In Sec. 3, for the ablation study of number of decoding steps, did you also perform such experiment to measure the effect of the number of decoding steps on the WER/CER performance?', 'paper_id': 'KknWbD5j95', 'revi... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule3\",\n \"Q_Number\": \"1\",\n \"Question\": \"In Sec. 3, for the ablati... | |
2025-04-21T16:29:06.862+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'Could the authors elaborate on their decision to employ SSIM as the loss function rather than MSE loss? An explanation of this choice would provide clarity on the advantages or the intended outcomes of using SSIM ov... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Could the authors elaborate... | |
2025-04-21T16:22:40.101+00:00 | {
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"text": "Q1. {'Q_Number': None, 'Question': 'Please see above.', 'paper_id': 'Oy1NtlFDmD', 'review_id': '6HyMd3xmFT'}\nQ2. {'Q_Number': None, 'Question': 'In Table 4, without applying the instance normalization, the accuracy of GCN has a big difference betwee... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": null,\n \"Question\": \"Please see above.\",\n ... | |
2025-04-21T16:30:22.362+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'For Battle zone and Q*bert in Figure 1.(a), for a fixed FLOP budget, how the data size change when increasing the model size?', 'paper_id': 'LYS3RhIYCq', 'review_id': '5RO0ugP7aV'}\nQ2. {'Q_Number': '2', 'Question':... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"For Battle zone and Q*bert i... | |
2025-04-21T16:36:25.963+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'The quality of synthetic data could be highly different according to domain discrepancy between the local training data and the pretraining data for the foundation model. Instead of using standard image classificati... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"The quality of synthetic d... | |
2025-04-21T16:19:08.679+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'In Theorem 1 , the authors claim that the SSM generalization is characterized by the temporal dependencies of the sequential data. More details on how does the dependency of the sequential data affect the generaliza... | {
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"avgLogprobs": -0.00003752293210331496,
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"In Theorem 1 , the authors... | |
2025-04-21T16:31:24.91+00:00 | {
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{
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"text": "Q1. {'Q_Number': '1', 'Question': 'PAGE was originally designed for nonconvex minimization problems and SVRG/SAGA is a common choice for convex problems. Although the problem to be solved is monotone, Algorithm 1 chooses PAGE as the base algorithm. C... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"PAGE was originally design... | |
2025-04-21T16:16:54.379+00:00 | {
"contents": [
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"text": "Q1. {'Q_Number': '1', 'Question': 'I would be grateful if the authors could clarify the points I made above regarding the design decisions made for the method and the details of its formulation.', 'paper_id': '30N3bNAiw3', 'review_id': 'GEMagnvX1j'}\... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule2\",\n \"Q_Number\": \"1\",\n \"Question\": \"I would be grateful if th... | |
2025-04-21T16:33:52.386+00:00 | {
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"text": "Q1. {'Q_Number': None, 'Question': 'Please see weakness section for more detailed questions.', 'paper_id': 'gTWaUlxxWi', 'review_id': 'ICkPYmpIoh'}\nQ2. {'Q_Number': None, 'Question': 'Overall my major question is: what is the novelty of the proposed... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"1\",\n \"Q_Number\": null,\n \"Question\": \"Please see weakness section fo... | |
2025-04-21T16:32:05.555+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': \"The motivation is not clear to me. While the method has been tested for action tasks, notably skeletal action recognition, it doesn't seem tailored for this particular domain. Why was the method applied to action ... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"The motivation is not clea... | |
2025-04-21T16:26:59.699+00:00 | {
"contents": [
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"text": "Q1. {'Q_Number': '1', 'Question': '- Why is neuroevolution a reasonable approach for this problem?', 'paper_id': 't4pWejxMgr', 'review_id': '5zlAU9cUmy'}\nQ2. {'Q_Number': '2', 'Question': 'And how is it related to dealing with low-data regime in par... | {
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"avgLogprobs": -7.463034532804002e-7,
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"- Why is neuroevolution a re... | |
2025-04-21T16:30:02.593+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': '- It seems that Figure 1 experiments on iid data. Under this assumption, it seems no surprise to me that local training (p<1) is beneficial and smaller alpha leads to smaller objective gap, as $x_i^*$ is close to th... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"- It seems that Figure 1 e... | |
2025-04-21T16:18:34.882+00:00 | {
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"text": "Q1. {'Q_Number': None, 'Question': 'See the Weaknesses part for the major questions.', 'paper_id': 'HZdJgJ8ldH', 'review_id': 'cPlK8gXlsM'}\nQ2. {'Q_Number': None, 'Question': 'I have some other questions as follows. \\n1. Does the web search-based ... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": null,\n \"Question\": \"See the Weaknesses part f... | |
2025-04-21T16:25:26.791+00:00 | {
"contents": [
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"text": "Q1. {'Q_Number': None, 'Question': \"I think such a level of modification to the environment doesn't qualify as developing a benchmark. It's more accurate to say that some environments were constructed to verify our conclusions.\", 'paper_id': 'W478n... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule2\",\n \"Q_Number\": null,\n \"Question\": \"I think such a level of mod... | |
2025-04-21T16:32:49.848+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'See weaknesses section.', 'paper_id': 'bsKMPAFHO7', 'review_id': '94rzKulPoP'}\nQ2. {'Q_Number': '2', 'Question': 'In order to further demonstrate the contribution of this work, the authors can have a table which re... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": \"1\",\n \"Question\": \"See weaknesses section.\... | |
2025-04-21T16:33:09.937+00:00 | {
"contents": [
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"text": "Q1. {'Q_Number': '1', 'Question': 'Please see Weaknesses.', 'paper_id': 'uwY0GOqZBh', 'review_id': 'cXt0OhChMV'}\nQ2. {'Q_Number': '2', 'Question': 'Related works not well addressed. The long-tail categories studied in the paper is the same as the no... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"1\",\n \"Q_Number\": \"1\",\n \"Question\": \"Please see Weaknesses.\",\n ... | |
2025-04-21T16:38:01.541+00:00 | {
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{
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"text": "Q1. {'Q_Number': '1', 'Question': 'In the evaluation on transferability, the adopted backbone encoders are all of CNN architecture (e.g., ResNet, MobileNet, ShuffleNet, SqueezeNet), and the datasets are just CIFAR-10 and CIFAR-100. More diverse choic... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule5\",\n \"Q_Number\": \"1\",\n \"Question\": \"In the evaluation on tra... | |
2025-04-21T16:34:06.644+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': \"- The focus on 4-bit and 5-bit quantizations was evident, but it raises the question: what about other bit depths? Were experiments conducted with other bit quantizations, and if so, what were the results? Elaborat... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"- The focus on 4-bit and ... | |
2025-04-21T16:19:51.327+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'With respect to my point in the weaknesses section, in my opinion, it would be more enlightening to show that the proposed score function leads to identify the true underlying DAG.', 'paper_id': 'fGAIgO75dG', 'revie... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": \"1\",\n \"Question\": \"With respect to my point... | |
2025-04-21T16:25:14.309+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': '- I would consider adding a bit more information about the weaknesses highlighted before, while they do not change the results, they can provide a more clear picture of the limitations of the model', 'paper_id': '4y... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule2\",\n \"Q_Number\": \"1\",\n \"Question\": \"- I would consider addin... | |
2025-04-21T16:26:31.231+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'In Section 3.3 “distribution-aware unbiased quantization”, this work proposes two optimization problems to find the optimal quantization values to reduce NMSE. In the first optimization problem on page 4, the notati... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"In Section 3.3 “distributio... | |
2025-04-21T16:30:09.831+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'Most of my questions are mentioned in the weakness section above.', 'paper_id': 'vmlboYfvpf', 'review_id': 'LGZId4iK0d'}\nQ2. {'Q_Number': '2', 'Question': 'Theoretical analysis in main paper seems under developed a... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": \"1\",\n \"Question\": \"Most of my questions are... | |
2025-04-21T16:29:23.1+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'I am not closely follow the OPE literature, but could the authors explain why [1] is not suitable for this setting? We should be able to get ranking results by that approach.', 'paper_id': 'o5Bqa4o5Mi', 'review_id':... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"I am not closely follow the... | |
2025-04-21T16:20:58.171+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'In the paper, eigenvalue distributions are discussed about graph matrices. How were these distributions simulated, and what significance do they hold for the study?', 'paper_id': '5IOKw3AQe4', 'review_id': 'sNnLZ7XF... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"In the paper, eigenvalue d... | |
2025-04-21T16:32:56.161+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': 'Do we have any discussions on the parameters of diffusion processes: examples are the length of diffusion time (i.e., t=100 in Fig. 3 in city B).', 'paper_id': 'vuK8MhVtuu', 'review_id': 'h8rBCkDVCz'}\nQ2. {'Q_Numbe... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Do we have any discussions... | |
2025-04-21T16:32:13.915+00:00 | {
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"text": "Q1. {'Q_Number': '1', 'Question': '(Table 4-b) Why is it shown only for 4 iterations? The authors did 6 iterations. 60 epochs and each iteration are done after 10 epochs.', 'paper_id': 'IryGDUHxDE', 'review_id': 'RLHfGMVyxh'}\nQ2. {'Q_Number': '2', '... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"(Table 4-b) Why is it show... | |
2025-04-21T16:21:21.076+00:00 | {
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"text": "Q1. {'Q_Number': None, 'Question': 'The synthetic dataset, training paradigms, and model structure have not undergone an ablation study, so the specific gain is unclear.', 'paper_id': '5KojubHBr8', 'review_id': 'VE3JLbWSZB'}\n"
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2025-04-21T16:33:36.449+00:00 | {
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"text": "Q1. {'Q_Number': None, 'Question': 'Comparing the results to the original TD3 paper seems that the proposed method does not outperform TD3. Furthermore, the baseline exploration methods reported all perform worse than TD3. Why does this happen?', 'pa... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": null,\n \"Question\": \"Comparing the results to t... | |
2025-04-21T16:18:30.857+00:00 | {
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"text": "Q1. {'Q_Number': None, 'Question': 'Could the authors explain why GPT-2 and T5 are used? These models are usually considered outdated and more recent models should be used.', 'paper_id': '2Y5kBPtU0o', 'review_id': 'FFv6n5uSUN'}\nQ2. {'Q_Number': None... | {
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2025-04-21T16:27:10.433+00:00 | {
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"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'I am wondering how you calculate the homophilic level ($h$) when there is just a tiny fraction of nodes are labeled. Actually, this is a crucial factor for the explicit shape-aware regularization to work well, accor... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"I am wondering how you cal... | |
2025-04-21T16:19:21.779+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'How exactly is the policy represented in the comparison in Section 3.1?', 'paper_id': '7zY781bMDO', 'review_id': 'XiWpkh0nyt'}\nQ2. {'Q_Number': '2', 'Question': 'To begin with, there seems to be a discrepancy betwe... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"1\",\n \"Q_Number\": \"1\",\n \"Question\": \"How exactly is the policy repr... | |
2025-04-21T16:30:04.931+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'The paper mentions that SNNKs can approximate FFLs. Could you provide more insight into the approximation error? In what scenarios might the approximation be suboptimal, and how does the error scale with the depth o... | {
"candidates": [
{
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"The paper mentions that SN... | |
2025-04-21T16:37:07.125+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'The primary weakness -- which can easily be improved in the revision, is helping the reader understand and keep track of particular indices.', 'paper_id': 'wmw3Jy8MVF', 'review_id': 'jgqTUjAbpG'}\nQ2. {'Q_Number': ... | {
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{
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"citationMetadata": "Redacted",
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"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": null,\n \"Question\": \"The primary weakness -- ... | |
2025-04-21T16:38:16.604+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'The proposed method is claimed to be mainly different from the previous work in that it has two more steps: exploration and establishment. However, these two steps are straight-forward (e.g., using existing diversif... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"The proposed method is clai... | |
2025-04-21T16:38:28.454+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'In Section 4.4, it seems to me that there is nothing to train with a k-NN classifier when the meta-encoder is frozen. What do you mean by training here?', 'paper_id': '9L9j5bQPIY', 'review_id': '91NkdJpVId'}\nQ2. {'... | {
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{
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"In Section 4.4, it seems to... | |
2025-04-21T16:33:01.719+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'However, the reviewer cannot get what is the exact inspiration and what is the real motivation and analysis behind the modifications.', 'paper_id': '7c3ZOKGQ6s', 'review_id': '1u351anXS8'}\nQ2. {'Q_Number': '2', 'Qu... | {
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"citationMetadata": "Redacted",
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"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"However, the reviewer cann... | |
2025-04-21T16:31:11.804+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'It is a standard practice to introduce an abbreviation by providing its full form for the first time. For instance, DDPM appears in the paper first time without explaining the full name.', 'paper_id': 'ATQSDgYwqA', ... | {
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{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"True\",\n \"Q_Number\": \"1\",\n \"Question\": \"It is a standard practice... | |
2025-04-21T16:32:13.389+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': \"From RL's perspective, overestimating the value of optimal action shouldn't be a problem as the higher value will encourage to pick the optimal actions. Re-ordering the non-optimal actions is not a problem either a... | {
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{
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"citationMetadata": "Redacted",
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"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"From RL's perspective, over... | |
2025-04-21T16:25:18.364+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'I would consider additional measures of sharpness as well. For instance, it seems common to consider $|\\\\lambda_{max}/\\\\lambda_5| $ (Jastrzebski et al. (2020)) or measures of how quickly loss changes in a local ... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"I would consider additional... | |
2025-04-21T16:21:25.916+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'what is the practical value of the proposed STUDY model?', 'paper_id': '6CfJp9NG6Q', 'review_id': 'JZJ17AGNWZ'}\nQ2. {'Q_Number': '2', 'Question': 'for the long-tail items, cold-start items, or rare items, what is t... | {
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"citationMetadata": "Redacted",
"content": {
"parts": [
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"what is the practical value... | |
2025-04-21T16:27:44.164+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'In Notation part, why do the test data have labels? In Section 2, the authors calculate the cross-entropy using the test labels $ CE(softmax(f_{\\\\theta}(x)T), y) $. Is it a pseudo label?', 'paper_id': 'xqxG5WogN6'... | {
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"In Notation part, why do ... | |
2025-04-21T16:34:25.913+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'For the proof provided for Theorem 1: suppose that there exists a state-action pair$(s, a)$ for which the transition probabilities are non-zero for more than $U$ states. How would this affect the recursive logic app... | {
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{
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"For the proof provided for ... | |
2025-04-21T16:35:10.708+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'It is unclear whether there are other methods that exploit pretraining for mathematical expressions, or other semi-supervised approaches. In both the comparison, it is clear that some of the methods have been expos... | {
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"citationMetadata": "Redacted",
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{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": null,\n \"Question\": \"It is unclear whether there ... | |
2025-04-21T16:28:40.05+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Thus, each train and test example is a unique learning problem, but of a consistent type (e.g. linear regression)* : In this particular setup, “consistent type” does not imply linear regression but just regression i... | {
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"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Thus, each train and test e... | |
2025-04-21T16:17:03.911+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'When the time step between two rollout steps is set to a fixed interval, how can we accurately capture the dynamics between these designated rollout steps?', 'paper_id': '1hhja8ZxcP', 'review_id': 'mZVXucqilj'}\nQ2.... | {
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{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"When the time step between ... | |
2025-04-21T16:18:15.205+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': \"While the obtained performance is promising, I am particularly interested in understanding the relationship between the initially loaded single-task experts and the final required expert. This curiosity is heighten... | {
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{
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"citationMetadata": "Redacted",
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{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"While the obtained perfo... | |
2025-04-21T16:24:02.47+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': \"How do segmentations are extracted from ViTs in the paper? it's not clear to me how the results in, say, Figure 4, were generated for ViT-S.\", 'paper_id': 'IRcv4yFX6z', 'review_id': 'GtHJBOtrXQ'}\nQ2. {'Q_Number':... | {
"candidates": [
{
"avgLogprobs": 1.2713674575500532e-7,
"citationMetadata": "Redacted",
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{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"How do segmentations are ext... | |
2025-04-21T16:29:27.758+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Is the bound in Proposition 7 expected to be tight under certain regime? When is it loose? It would be good if some details about this could be added.', 'paper_id': 'Yz0Strbex6', 'review_id': '0iNjWhBxAC'}\nQ2. {'Q_... | {
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"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Is the bound in Propositio... | |
2025-04-21T16:30:05.76+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'For post hoc operators, how do you find the best value of $\\\\sigma$ ? What is the criterion to choose the $\\\\sigma$ that yields the best autodiff gradients ?', 'paper_id': 'HxHrRUHMOD', 'review_id': 'jIvXuojCl3'... | {
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"citationMetadata": "Redacted",
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{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"For post hoc operators, how ... | |
2025-04-21T16:34:20.059+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Table 4 validates that the method proposed in the paper effectively improves accuracy. I am curious about the performance of other similar methods when evaluated against the same baseline and the same settings. Are... | {
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{
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"citationMetadata": "Redacted",
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"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"Table 4 validates that th... | |
2025-04-21T16:25:17.935+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'What do you mean $f(0,0)=0$ is locally Lipschitz under equation 3?', 'paper_id': 'vBNTeQ7dPP', 'review_id': 'dpboPrCLzc'}\nQ2. {'Q_Number': '2', 'Question': 'What is the reference for Proposition 1?', 'paper_id': 'v... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"What do you mean $f(0,0)=0$... | |
2025-04-21T16:35:27.404+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Can the author verify the continual learning setup as well as the terminology (zero-shot tasks) clearly in the manuscript? This would significantly improves the paper readability.', 'paper_id': 'wE1I9IGqeH', 'review... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule5\",\n \"Q_Number\": \"1\",\n \"Question\": \"Can the author verify the... | |
2025-04-21T16:30:02.25+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'The formulation (Eq. 4) is very similar to that of SPRL[1], SPDL[2], CURROT[3], and GRADIENT[4]. Setting the target distribution to be uninformative -- uniform distribution could transform their objectives into som... | {
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{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": null,\n \"Question\": \"The formulation (Eq. 4) is ve... | |
2025-04-21T16:16:45.821+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': '* The sentence \"provides a theoretical regret bounds\" in Page 1 needs references. Moreover, the theoretical analysis for the expected improvement is limited, unlike GP-UCB.', 'paper_id': 'sv65gA2cLA', 'review_id':... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"4\",\n \"Q_Number\": \"1\",\n \"Question\": \"* The sentence \\\"provides ... | |
2025-04-21T16:18:39.824+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': '- Can the authors provide sound examples for their method?', 'paper_id': 'mp8ZgMZ1RG', 'review_id': 'zaoh6ujTPh'}\nQ2. {'Q_Number': '2', 'Question': '- Will the authors release the trained model?', 'paper_id': 'mp8Z... | {
"candidates": [
{
"avgLogprobs": -0.00019393603604538997,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"- Can the authors provid... | |
2025-04-21T16:18:22.234+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Is there any theoretical justification to the claim that the trend/seasonality representations are expected to be learned in the direction of minimizing the selection bias?', 'paper_id': 'uSX6IbpGZ9', 'review_id': '... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Is there any theoretical j... | |
2025-04-21T16:20:27.986+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Why was MedKlip chosen as a competitor for the tests on MIMIC-CXR dataset? CheXzero seems to be better performing on the ChestXray14 dataset and the CheXpert dataset.', 'paper_id': 'BRTyPCq4wL', 'review_id': '2SmhBl... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Why was MedKlip chosen as a... | |
2025-04-21T16:37:15.373+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'The measure of rationality provided by the authors seems to become ill-defined if Nash equilibria are not unique, since the equilibrium payoffs are not unique, what do the authors do in such settings?', 'paper_id': ... | {
"candidates": [
{
"avgLogprobs": -4.105303906299899e-7,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"The measure of rationality p... | |
2025-04-21T16:25:03.737+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'For Table 4 and 5, can you add a new row to present the memory size using number of tokens, which is a more intuitive metric than the disk size in MBs?', 'paper_id': '64kSvC4iPg', 'review_id': '720yspkERI'}\nQ2. {'Q... | {
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{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"For Table 4 and 5, can y... | |
2025-04-21T16:33:09.666+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'In the state abstraction function, how do you know when to stop training to have the right number of point clouds? Or else, do you assume that the number of objects in the environment is known beforehand? Is this en... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"In the state abstraction fu... | |
2025-04-21T16:21:15.671+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Apart from questions in Weaknesses, I have a few minor questions:\\n- Table 1 shows the theoretical runtime/memory complexities of COP and Slot Attention. I wonder what is the actual runtime comparison. For example,... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": \"1\",\n \"Question\": \"Apart from questions in ... | |
2025-04-21T16:20:16.538+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': \"+ If you're adopting the online CL setting, you need to clearly highlight the differences between your experimental setting and the standard online CL setting where each example can only be seen once.\", 'paper_id'... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"+ If you're adopting the ... | |
2025-04-21T16:27:17.317+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Based on the provided experimental results would the authors conclude that the scale of the model is more important in determining good performance than the specific error scheme?', 'paper_id': 'JkMAlN3YcI', 'review... | {
"candidates": [
{
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"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Based on the provided exper... | |
2025-04-21T16:31:29.92+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Why do not provide the F1 for Cargo in Table 2?', 'paper_id': 'oWENFj7583', 'review_id': 'ps88JVnIHT'}\nQ2. {'Q_Number': '2', 'Question': 'Why the performance of the proposed method is different in Tables 2 and 3?',... | {
"candidates": [
{
"avgLogprobs": -0.00001869969740161829,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Why do not provide the F1 ... | |
2025-04-21T16:39:06.365+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Does Proposition 3.2 rely on the definition of global policy learner operating with action-value feedback?', 'paper_id': 'JXGph215fL', 'review_id': 'QJl6HSw7gE'}\nQ2. {'Q_Number': '2', 'Question': 'How to guarantee ... | {
"candidates": [
{
"avgLogprobs": 8.279363863776454e-7,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Does Proposition 3.2 rely on ... | |
2025-04-21T16:23:23.675+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': \"AWP is slower due to re-training, but the models are trained only once. Therefore, doesn't it run *faster* than Dropout (because it uses fewer samples/models to explore the Rashomon set) with a reasonably large tes... | {
"candidates": [
{
"avgLogprobs": -0.0002326188090990281,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"AWP is slower due to re-tra... | |
2025-04-21T16:26:34.665+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'See Weaknesses.', 'paper_id': 'ShjMHfmPs0', 'review_id': 'S0nkol1Tv5'}\nQ2. {'Q_Number': None, 'Question': 'It is unclear what Claim in Section 2 aims for.', 'paper_id': 'ShjMHfmPs0', 'review_id': 'S0nkol1Tv5'}\nQ3... | {
"candidates": [
{
"avgLogprobs": -8.212581243632095e-7,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule1\",\n \"Q_Number\": null,\n \"Question\": \"See Weaknesses.\",\n \... | |
2025-04-21T16:23:12.168+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'Besides, it would be great if the authors can analyze why the proposed method outperforms VDM.', 'paper_id': '3sOE3MFepx', 'review_id': 'OVAQGXnXYf'}\nQ2. {'Q_Number': None, 'Question': 'A comparison with existing ... | {
"candidates": [
{
"avgLogprobs": -0.0006817944609282309,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": null,\n \"Question\": \"Besides, it would be great... | |
2025-04-21T16:17:01.812+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Did you only try grid search as your HP optimization technique (section 4.1)?', 'paper_id': 'zW1tyw3UFu', 'review_id': 'bDrDdOWa39'}\nQ2. {'Q_Number': '2', 'Question': 'Most of the results are reported using MAE and... | {
"candidates": [
{
"avgLogprobs": -0.000848283569018046,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Did you only try grid search... | |
2025-04-21T16:37:04.758+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Typos:\\n\\n1. In Eq.(3), $+\\\\gamma$ should be $-\\\\gamma$', 'paper_id': 'cMIUwcEEVw', 'review_id': 'JNSsH9xBHg'}\nQ2. {'Q_Number': '2', 'Question': 'RAVL does not identify edge-of-reach states and correct the co... | {
"candidates": [
{
"avgLogprobs": -0.00025704031127349395,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule2\",\n \"Q_Number\": \"1\",\n \"Question\": \"Typos:\\n\\n1. In Eq.(3)... | |
2025-04-21T16:33:24.806+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'Please refer to weakness point 2.', 'paper_id': 'S9YfP4rsfX', 'review_id': 'iVjfzZkF8P'}\nQ2. {'Q_Number': None, 'Question': 'The paper suggests a negative impact on reasoning abilities with an increase in the numb... | {
"candidates": [
{
"avgLogprobs": -0.0001815648934057167,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": null,\n \"Question\": \"Please refer to weakness ... | |
2025-04-21T16:29:54.648+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Is the model actually able to disambiguate between season, trend, and residual in an interpretable manner for real world data? Can you visualize the seasonal-trend decomposition on real world datasets with strong se... | {
"candidates": [
{
"avgLogprobs": -0.0009403862348396887,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"3\",\n \"Q_Number\": \"1\",\n \"Question\": \"Is the model actually able to... | |
2025-04-21T16:25:20.566+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'The Assumption 3 needs $\\\\beta_t$ to be non-increasing. However, subsequently $\\\\beta_t = 2 \\\\log (2 (K + 1) |\\\\tilde D| \\\\pi_t / \\\\delta)$ which is increasing in $t$, given that $\\\\pi_t$ has to grow ... | {
"candidates": [
{
"avgLogprobs": 3.8159619593484834e-7,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": null,\n \"Question\": \"The Assumption 3 needs $\\\\b... | |
2025-04-21T16:21:43.344+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Is the cross-layer effect enough to make the prefix fine-tuning learn new tasks when the transformer consists of more attention layers like many current language models?', 'paper_id': 'JewzobRhay', 'review_id': 'Iui... | {
"candidates": [
{
"avgLogprobs": -0.0009911833330988884,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"Is the cross-layer effect... | |
2025-04-21T16:17:39.521+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'A typo in the second paragraph of the introduction section: \"on considers an entire dataset. For literature surveys, see (Zhang et al., 2021) for feature attribution and interpretability see and (Li et al., 2017) f... | {
"candidates": [
{
"avgLogprobs": -0.0034807714714011565,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"1\",\n \"Q_Number\": \"1\",\n \"Question\": \"A typo in the second paragrap... | |
2025-04-21T16:16:05.287+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'The authors need to provide more justifications for why this strategy is not satisfactory.', 'paper_id': 'Rt7ekFkSJZ', 'review_id': 'qjQ6962Lnu'}\nQ2. {'Q_Number': None, 'Question': 'It would be essential to consid... | {
"candidates": [
{
"avgLogprobs": -0.0009189657074339847,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule2\",\n \"Q_Number\": null,\n \"Question\": \"The authors need to provid... | |
2025-04-21T16:32:42.745+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'In Assumption 3.8, is the expectation over all sources of randomness, including $w_t$?', 'paper_id': '7jWiBAWG0b', 'review_id': 'UtkUNKSjK3'}\nQ2. {'Q_Number': '2', 'Question': 'In Theorem 4.1 (b), it is not clear t... | {
"candidates": [
{
"avgLogprobs": -0.001740831796212087,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"In Assumption 3.8, is the ex... | |
2025-04-21T16:18:41.555+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'as mentioned in “Weaknesses”:\\n- could we report more results from more common image classification benchmarks?', 'paper_id': '9JxQyat11M', 'review_id': 'tDZtG8KeFG'}\nQ2. {'Q_Number': '2', 'Question': 'could we re... | {
"candidates": [
{
"avgLogprobs": -0.006626375885896905,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": \"1\",\n \"Question\": \"as mentioned in “Weakness... | |
2025-04-21T16:24:13.66+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'The adaptive attacks lower your detection accuracy considerably. Have you looked into ways to make the classifiers more robust? For example, by using adversarial training or adding noise to the features.', 'paper_id... | {
"candidates": [
{
"avgLogprobs": -0.00007830631924185523,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"The adaptive attacks lower... | |
2025-04-21T16:31:40.929+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Please refer to the **Weaknesses** section.', 'paper_id': 'rDH7dIFn20', 'review_id': 'YgF4BafE9J'}\nQ2. {'Q_Number': '2', 'Question': 'The variance $\\\\sum_{t=1}^T \\\\sigma_t$ in the regret bound is a random varia... | {
"candidates": [
{
"avgLogprobs": -0.000014006850522076875,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": \"1\",\n \"Question\": \"Please refer to the **... | |
2025-04-21T16:21:11.672+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Authors claim that the Graph-JEPA is more efficient than contrastive methods since it doesn’t require data augmentations or negative samples. I’m wondering how efficient it is. Could you add a quantitative compariso... | {
"candidates": [
{
"avgLogprobs": -0.0023704826951265814,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule3\",\n \"Q_Number\": \"1\",\n \"Question\": \"Authors claim that the Gr... | |
2025-04-21T16:25:47.032+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'Please see the comments above.', 'paper_id': 'ktJAF3lxbi', 'review_id': '5XJEY9R5fv'}\nQ2. {'Q_Number': None, 'Question': 'How does one choose the number and location of grid points for the coarse and find grids?',... | {
"candidates": [
{
"avgLogprobs": -0.00014935225417348071,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": null,\n \"Question\": \"Please see the comments ... | |
2025-04-21T16:36:50.237+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'The motivation for using prototypes to determine the connectivity between two vertices is unclear. Could you use dot-product or cosine similarity to replace this? Some experimental comparisons and analysis could pro... | {
"candidates": [
{
"avgLogprobs": -0.0011264375310242741,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"The motivation for using ... | |
2025-04-21T16:27:59.434+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': 'Paper_id', 'Question': '- Can you provide the FID score of your method on LSUN-CHURCH?', 'paper_id': 'b2hWE0Snaz', 'review_id': 'EBSlvbV7kh'}\nQ2. {'Q_Number': 'Paper_id', 'Question': '- In the k-step image generator from [1], they ... | {
"candidates": [
{
"avgLogprobs": -0.0020720336657752123,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"3\",\n \"Q_Number\": \"Paper_id\",\n \"Question\": \"- Can you provide the ... | |
2025-04-21T16:17:17.446+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'How do you choose the pretraining phase steps, e.g. different environments choose different pretraining steps in Figure 2. What is the impact of the pretraining steps on the final performance?', 'paper_id': 'oWKPZ1H... | {
"candidates": [
{
"avgLogprobs": 5.409488508753445e-7,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"How do you choose the pretrai... | |
2025-04-21T16:38:22.107+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Triple-Q assumes that salter condition holds. I assume this must be true even in your case, since Triple-Q is employed in PRI algorithm. Is it right?', 'paper_id': 'w8Zo7jACq7', 'review_id': 'gbQdCrmREI'}\nQ2. {'Q_N... | {
"candidates": [
{
"avgLogprobs": -0.00328017801408343,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": \"1\",\n \"Question\": \"Triple-Q assumes that salter ... | |
2025-04-21T16:19:55.711+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'Is the positivity proved somewhere in the paper? If not, can you provide the arguments for positivity of the weights?', 'paper_id': 'AY9KyTGcnk', 'review_id': 'FY8M5zzJnv'}\nQ2. {'Q_Number': None, 'Question': 'If w... | {
"candidates": [
{
"avgLogprobs": -0.0004924577335978663,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Nan\",\n \"Q_Number\": null,\n \"Question\": \"Is the positivity proved som... | |
2025-04-21T16:21:53.043+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Based on the results in Table 2, the Pink model without * (without generated query-box pairs) shows very limited performance gains. It would be better to have more explanations to demonstrate the effectiveness of th... | {
"candidates": [
{
"avgLogprobs": -0.0004554161691125324,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": \"1\",\n \"Question\": \"Based on the results in T... | |
2025-04-21T16:23:47.565+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': None, 'Question': 'How does the method compare with another unsupervised method ([1] Yu, Qing, and Kiyoharu Aizawa. \"Unsupervised out-of-distribution detection by maximum classifier discrepancy.\" Proceedings of the IEEE/CVF interna... | {
"candidates": [
{
"avgLogprobs": -0.0018789583781980118,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"False\",\n \"Q_Number\": null,\n \"Question\": \"How does the method compar... | |
2025-04-21T16:32:00.791+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'As the authors mentioned in Figure 2 (right), there might be cases where equation 4 is not satisfied. I am curious if the CLIP features always meet the conditions of equation 4. Could the authors conduct empirical a... | {
"candidates": [
{
"avgLogprobs": -0.003620258560077842,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"True\",\n \"Q_Number\": \"1\",\n \"Question\": \"As the authors mentioned in... | |
2025-04-21T16:26:35.292+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'Please see the weaknesses section.', 'paper_id': 'oxEER3kZ9M', 'review_id': 'cOoiSztcg1'}\nQ2. {'Q_Number': '2', 'Question': 'Then, if a 6-gram detector (in the basic setup) can achieve 97% accuracy in detection, is... | {
"candidates": [
{
"avgLogprobs": -0.0002466113613055537,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"1\",\n \"Q_Number\": \"1\",\n \"Question\": \"Please see the weaknesses sec... | |
2025-04-21T16:33:04.432+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'See weakness.', 'paper_id': 'bIb1xhSCVY', 'review_id': 'WUcEdboewI'}\nQ2. {'Q_Number': '2', 'Question': 'But there is no such experimental results reported.', 'paper_id': 'bIb1xhSCVY', 'review_id': 'WUcEdboewI'}\nQ3... | {
"candidates": [
{
"avgLogprobs": -0.0003292618259306877,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule 1\",\n \"Q_Number\": \"1\",\n \"Question\": \"See weakness.\",\n ... | |
2025-04-21T16:16:46.259+00:00 | {
"contents": [
{
"parts": [
{
"text": "Q1. {'Q_Number': '1', 'Question': 'How does the proposed method perform when the adversarial patch is imperceptible? Can DIFFender still local the patch well?', 'paper_id': 'mlxaJl9FrZ', 'review_id': 'rbyjPZs908'}\nQ2. {'Q_Number': '2', 'Question': '... | {
"candidates": [
{
"avgLogprobs": -0.0008887161261095675,
"citationMetadata": "Redacted",
"content": {
"parts": [
{
"text": "{\n \"Questions\": [\n {\n \"Filter_Rule\": \"Rule3\",\n \"Q_Number\": \"1\",\n \"Question\": \"How does the proposed met... |
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