id string | title string | venue string | venue_year int64 | date timestamp[s] | decision string | source_file string | source_index int64 |
|---|---|---|---|---|---|---|---|
pVKEFtGkM6 | Investigating Uncertainty Calibration of Aligned Language Models under the Multiple-Choice Setting | ICLR | 2,024 | 2023-10-18T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 0 |
pUtTtiNksb | FFCA-Net: Stereo Image Compression via Fast Cascade Alignment of Side Information | ICLR | 2,024 | 2023-12-28T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 1 |
oj4KUNoKnf | Knowledge Distillation for Closed-Source Language Models | ICLR | 2,024 | 2023-09-20T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 2 |
mHv6wcBb0z | Preventing Model Collapse in Deep Canonical Correlation Analysis by Noise Regularization | ICLR | 2,024 | 2024-11-01T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 3 |
gHaokdQkoi | GNRK: Graph Neural Runge-Kutta method for solving partial differential equations | ICLR | 2,024 | 2023-10-01T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 4 |
UnsLGUCynE | 3D Diffuser Actor: Multi-task 3D Robot Manipulation with Iterative Error Feedback | ICLR | 2,024 | 2023-09-21T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 5 |
Tpk0p9QBM6 | Computing Low-Entropy Couplings for Large-Support Distributions | ICLR | 2,024 | 2024-05-29T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 6 |
Si3YFA641c | R-EDL: Relaxing Nonessential Settings of Evidential Deep Learning | ICLR | 2,024 | 2023-09-16T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 7 |
OXBsK3GsL6 | Soft iEP: On the Exploration Inefficacy of Gradient Based Strong Lottery Exploration | ICLR | 2,024 | 2023-09-22T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 8 |
OROKjdAfjs | TransNormerLLM: A Faster and Better Large Language Model with Improved TransNormer | ICLR | 2,024 | 2023-07-27T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 9 |
GGPyzKsHZ1 | Lifelong Audio-video Masked Autoencoder with Forget-robust Localized Alignments | ICLR | 2,024 | 2023-09-16T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 10 |
87XbxDnPqj | Gradient Descent Provably Solves Nonlinear Tomographic Reconstruction | ICLR | 2,024 | 2023-10-06T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 11 |
85gNpcUhmx | Context-Aware Unsupervised Domain Adaptive Lane Detection | ICLR | 2,024 | 2023-09-19T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 12 |
0aR1s9YxoL | Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages | ICLR | 2,024 | 2023-10-11T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 13 |
cxfPefbu1s | Procedural Fairness Through Decoupling Objectionable Data Generating Components | ICLR | 2,024 | 2023-11-05T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 14 |
nubKjBbazd | APD: Boosting Adversarial Transferability via Perturbation Dropout | ICLR | 2,024 | 2023-09-17T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 15 |
kPrxk6tUcg | Neuron-Enhanced AutoEncoder Matrix Completion and Collaborative Filtering: Theory and Practice | ICLR | 2,024 | 2023-09-22T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 16 |
GXtmuiVrOM | Domain Randomization via Entropy Maximization | ICLR | 2,024 | 2023-11-03T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 17 |
EyC5qvRPz7 | Emerging Semantic Segmentation from Positive and Negative Coarse Label Learning | ICLR | 2,024 | 2025-08-25T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 18 |
BCRZq5nNZu | Chunking: Forgetting Matters in Continual Learning even without Changing Tasks | ICLR | 2,024 | 2023-09-18T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 19 |
7Mq096hr9Y | OpenMixup: A Comprehensive Mixup Benchmark for Visual Classification | ICLR | 2,024 | 2023-09-15T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 20 |
6werMQy1uz | Rethinking the Buyer’s Inspection Paradox in Information Markets with Language Agents | ICLR | 2,024 | 2023-09-23T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 21 |
49z97Y9lMq | LCOT: Linear Circular Optimal Transport | ICLR | 2,024 | 2023-10-09T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 22 |
cKAUvMePUN | Exploring Effective Stimulus Encoding via Vision System Modeling for Visual Prostheses | ICLR | 2,024 | 2023-09-22T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 23 |
NZ5KXXDv1T | Reinforcement Learning based Image Generation via Visual Consensus Evaluation | ICLR | 2,024 | 2023-09-20T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 24 |
pC3WJHf51j | Large-scale Training of Foundation Models for Wearable Biosignals | ICLR | 2,024 | 2023-12-08T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 25 |
LEYUkvdUhq | ZipIt! Merging Models from Different Tasks without Training | ICLR | 2,024 | 2023-05-04T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 26 |
488A64eOf6 | Language Model Decoding as Direct Metrics Optimization | ICLR | 2,024 | 2023-10-02T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 27 |
95ObXevgHx | The Temporal Structure of Language Processing in the Human Brain Corresponds to The Layered Hierarchy of Deep Language Models | ICLR | 2,024 | 2023-09-17T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 28 |
z80CwkWXmq | GETMusic: Generating Music Tracks with a Unified Representation and Diffusion Framework | ICLR | 2,024 | 2023-05-18T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 29 |
yldBrD4nYB | CI-VAE: a Generative Deep Learning Model for Class-Specific Data Interpolation | ICLR | 2,024 | 2024-06-25T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 30 |
xq7h9nfdY2 | SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks | ICLR | 2,024 | 2023-10-05T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 31 |
7ERQPyR2eb | Real3D-Portrait: One-shot Realistic 3D Talking Portrait Synthesis | ICLR | 2,024 | 2024-01-16T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 32 |
QLoepRnoue | Decodable and Sample Invariant Continuous Object Encoder | ICLR | 2,024 | 2023-10-31T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 33 |
pUIANwOLBN | Behind the Myth of Exploration in Policy Gradients | ICLR | 2,024 | 2024-01-31T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 34 |
pTHfApDakA | SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning | ICLR | 2,024 | 2023-08-01T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 35 |
jj5ZjZsWJe | Stochastic Controlled Averaging for Federated Learning with Communication Compression | ICLR | 2,024 | 2023-08-16T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 36 |
ChHx5ORqF0 | Transferring Labels to Solve Annotation Mismatches Across Object Detection Datasets | ICLR | 2,024 | 2023-09-15T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 37 |
2CxkRDMIG4 | Precision and Recall Reject Curves for Classification | ICLR | 2,024 | 2023-08-16T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 38 |
0i6Z9N5MLY | Variance Reduced Halpern Iteration for Finite-Sum Monotone Inclusions | ICLR | 2,024 | 2023-10-04T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 39 |
uf4Hr5qU6L | PreCoT: Problem Representation Enhances Reasoning in Large Language Models | ICLR | 2,024 | 2023-09-22T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 40 |
kUuKFW7DIF | Multi-resolution HuBERT: Multi-resolution Speech Self-Supervised Learning with Masked Unit Prediction | ICLR | 2,024 | 2023-10-04T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 41 |
gzYgsZgwXa | Path Choice Matters for Clear Attributions in Path Methods | ICLR | 2,024 | 2023-09-15T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 42 |
bozbTTWcaw | Stabilizing Backpropagation Through Time to Learn Complex Physics | ICLR | 2,024 | 2024-05-03T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 43 |
FVhmnvqnsI | Multisize Dataset Condensation | ICLR | 2,024 | 2024-03-10T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 44 |
6FAH0SgQzO | FedRC: Tackling Diverse Distribution Shifts Challenge in Federated Learning by Robust Clustering | ICLR | 2,024 | 2023-01-29T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 45 |
8HG2QrtXXB | HelmSim: Learning Helmholtz Dynamics for Interpretable Fluid Simulation | ICLR | 2,024 | 2023-09-16T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 46 |
wpnlc2ONu0 | Adaptive deep spiking neural network with global-local learning via balanced excitatory and inhibitory mechanism | ICLR | 2,024 | 2023-09-16T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 47 |
Z9AZsU1Tju | Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal Learning | ICLR | 2,024 | 2024-04-15T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 48 |
4pnhzuRtJ2 | Optimized Tradeoffs for Private Majority Ensembling | ICLR | 2,024 | 2023-09-21T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2024.jsonl | 49 |
EIXZXPz7jU | FMS PINN: Flow-matching sampling for efficient solution of partial differential equations with source singularities | ICLR | 2,025 | 2024-09-27T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 0 |
17idjbdHVW | A Computation and Communication Efficient Projection-free Algorithm for Decentralized Constrained Optimization | ICLR | 2,025 | 2024-09-28T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 1 |
2TasVD7FXp | InvestESG: A multi-agent reinforcement learning benchmark for studying climate investment as a social dilemma | ICLR | 2,025 | 2024-11-15T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 2 |
HyN9POiYhN | Evaluating Gender Bias Transfer between Pre-trained and Prompt-Adapted Language Models | ICLR | 2,025 | 2024-12-04T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 3 |
XsXHqEVtiB | Let’s Stop Bleeding! Precise Bleeding Data Estimation & Visualization Methods for Laparoscopic Surgeries | ICLR | 2,025 | 2024-09-27T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 4 |
yBlVlS2Fd9 | WavTokenizer: an Efficient Acoustic Discrete Codec Tokenizer for Audio Language Modeling | ICLR | 2,025 | 2024-08-29T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 5 |
aZ1gNJu8wO | A Geometric Framework for Understanding Memorization in Generative Models | ICLR | 2,025 | 2024-10-31T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 6 |
PRvdO3nfFi | ReSi: A Comprehensive Benchmark for Representational Similarity Measures | ICLR | 2,025 | 2024-08-01T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 7 |
rdv6yeMFpn | Homomorphism Expressivity of Spectral Invariant Graph Neural Networks | ICLR | 2,025 | 2025-03-01T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 8 |
GhT6NjiLeA | Exact Shapley Value for Local and Global Explanation of Additive Gaussian Processes | ICLR | 2,025 | 2024-09-25T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 9 |
1eI236MqEA | LoRA-Composer: Leveraging Low-Rank Adaptation for Multi-Concept Customization in Training-Free Diffusion Models | ICLR | 2,025 | 2024-03-18T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 10 |
XH3OiIhtvf | Unsupervised Federated Learning for Privacy Preserving in Face Recognition System | ICLR | 2,025 | 2024-09-28T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 11 |
S1NrbfMS7T | CoCMT: Towards Communication-Efficient Corss-Modal Transformer For Collaborative Perception | ICLR | 2,025 | 2024-09-27T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 12 |
IS7kW28VVt | AlphaQCM: Alpha Discovery with Distributional Reinforcement Learning | ICLR | 2,025 | 2024-09-18T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 13 |
26kgSlMmhA | Any-Property-Conditional Molecule Generation with Self-Criticism using Spanning Trees | ICLR | 2,025 | 2024-07-12T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 14 |
P4pkLckzt8 | Differentiable Cluster Graph Neural Network | ICLR | 2,025 | 2024-05-25T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 15 |
2tIyA5cri8 | Sparse Autoencoders Reveal Temporal Difference Learning in Large Language Models | ICLR | 2,025 | 2024-10-02T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 16 |
Lz0XW99tE0 | A Periodic Bayesian Flow for Material Generation | ICLR | 2,025 | 2025-02-04T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 17 |
ZVdThSQTuC | An EEG dataset of word-level brain responses for semantic text relevance | ICLR | 2,025 | 2025-07-13T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 18 |
vgvnfUho7X | Beyond accuracy: understanding the performance of LLMs on exams designed for humans | ICLR | 2,025 | 2024-09-28T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 19 |
3xpTXF5ALZ | AI2TALE: An Innovative Information Theory-based Approach for Learning to Localize Phishing Attacks | ICLR | 2,025 | 2024-09-26T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 20 |
HCOOQUcWiF | Differentiable Polygon Modeling for Object Instance Segmentation | ICLR | 2,025 | 2024-09-26T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 21 |
IZuwA3hken | Characterizing Context Influence and Hallucination in Summarization | ICLR | 2,025 | 2024-09-27T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 22 |
4ihkxIeTFH | FAdam: Adam is a natural gradient optimizer using diagonal empirical Fisher information | ICLR | 2,025 | 2024-05-21T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 23 |
d8hURACo0P | Using Reinforcement Learning to Investigate Neural Dynamics During Motor Learning | ICLR | 2,025 | 2025-07-01T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 24 |
Ty6TCjKNSF | Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing | ICLR | 2,025 | 2024-10-02T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 25 |
Zd8ODMYMBZ | Familiarity-Aware Evidence Compression for Retrieval-Augmented Generation | ICLR | 2,025 | 2024-09-19T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 26 |
qnGir4dyu9 | RACCooN: A Versatile Instructional Video Editing Framework with Auto-Generated Narratives | ICLR | 2,025 | 2024-05-28T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 27 |
nDmwloEl3N | Efficient Diffusion Transformer Policies with Mixture of Expert Denoisers for Multitask Learning | ICLR | 2,025 | 2024-12-17T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 28 |
QqypKtKiWX | A Simple Data-Parameters Balancing Framework for Early Ventricular Activation Origin Localization | ICLR | 2,025 | 2024-09-26T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 29 |
7Dub7UXTXN | When Are Bias-Free ReLU Networks Effectively Linear Networks? | ICLR | 2,025 | 2024-06-18T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 30 |
znhZbonEoe | Understanding the Stability-based Generalization of Personalized Federated Learning | ICLR | 2,025 | 2024-09-22T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 31 |
vtUbXd5Cyg | ToMiE: Towards Modular Growth in Enhanced SMPL Skeleton for 3D Human Gaussians with Animatable Garments | ICLR | 2,025 | 2024-09-13T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 32 |
oaRaaG1WB1 | Unlocking Trilevel Learning with Level-Wise Zeroth Order Constraints: Distributed Algorithms and Provable Non-Asymptotic Convergence | ICLR | 2,025 | 2024-12-10T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 33 |
2ATD8a8P3C | Conformal Structured Prediction | ICLR | 2,025 | 2024-10-08T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 34 |
7iCT2vmYAR | Contrastive learning of cell state dynamics in response to perturbations | ICLR | 2,025 | 2024-09-20T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 35 |
LBsr2llHz0 | More Space Is All You Need: Revisiting Molecular Representation Learning | ICLR | 2,025 | 2024-09-27T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 36 |
s7Q1j5Hqpw | SHIFT-RESILIENT DIFFUSIVE IMPUTATION FOR VARIABLE SUBSET FORECASTING | ICLR | 2,025 | 2026-04-12T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 37 |
GZVKo8T3EK | ProvCreator: Synthesizing Graph Data with Text Attributes | ICLR | 2,025 | 2024-09-25T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 38 |
etxbRucurT | Automated Fine-Grained Mixture-of-Experts Quantization | ICLR | 2,025 | 2024-09-13T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 39 |
1XxNbecjXe | Soft Prompts Go Hard: Steering Visual Language Models with Hidden Meta-Instructions | ICLR | 2,025 | 2024-09-26T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 40 |
9DvXEO9xdn | MADAR: Efficient Continual Learning for Malware Analysis with Diversity-Aware Replay | ICLR | 2,025 | 2024-09-25T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 41 |
OwtkY3LyvC | Bridging The Gap Between Training and Testing for Certified Robustness | ICLR | 2,025 | 2024-09-25T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 42 |
ms9bK61Hxn | Similarity Group Equivariant Convolutional Networks | ICLR | 2,025 | 2024-09-26T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 43 |
1R5BcYS8EC | SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems | ICLR | 2,025 | 2024-05-30T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 44 |
Cnwz9jONi5 | Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree? | ICLR | 2,025 | 2024-10-08T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 45 |
PDnM7mSO7M | Large Language Model Evaluation via Matrix Nuclear-Norm | ICLR | 2,025 | 2024-10-14T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 46 |
4HL2aiDV97 | GAD-VLP: Geometric Adversarial Detection for Vision-Language Pre-Trained Models | ICLR | 2,025 | 2024-09-27T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 47 |
KEXoZxTwbr | Inverse Rendering for Shape, Light, and Material Decomposition using Multi-Bounce Path Tracing and Reservoir Sampling | ICLR | 2,025 | 2024-09-27T00:00:00 | Accept | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 48 |
zEUDoD9cU9 | CycleVTON: Improving Diffusion-Based Virtual Try-On with Cycle-Consistent Training | ICLR | 2,025 | 2024-09-22T00:00:00 | Reject | /root/autodl-tmp/review_agent/DeepReview-13K/deepreview13k_test_dev/sample_2025.jsonl | 49 |
DeepReview-Bench
A benchmark for evaluating automatic (LLM) paper reviewers against human peer reviews. Each item is an ICLR submission paired with its human reviews; the ground truth for a paper is aggregated from its 3–4 human reviewers (rating 1–10; Soundness / Presentation / Contribution each 1–4; Accept/Reject decision).
Contents
papers/<paper_id>/:
| file | description |
|---|---|
paper.pdf |
original submission PDF |
paper.md |
cleaned Markdown conversion of the PDF (math $...$ and tables preserved) |
review.json |
human reviews: per-reviewer rating, soundness, presentation, contribution, strengths, weaknesses, etc. |
metadata.json |
title, venue, decision, dates |
figures/ |
figures extracted from the paper |
conversion_report.json |
(subset) automatic PDF→Markdown fidelity check |
Top-level:
splits/— evaluation splits:deepreview13k_test_dev.jsonl,..._dev_clean100.jsonl(version-consistency-filtered dev set),..._lite.jsonl,..._test.jsonl,all.jsonl.mismatch_flags.jsonl— per-paper flag for version mismatch: whether the human reviews describe an earlier paper version than the shippedpaper.md(added/revised content after rebuttal). Tags:mismatch/clean/unaudited.markdown_manifest.jsonl,pdf_manifest.jsonl,markdown_clean_manifest.jsonl— provenance manifests.
Known caveats
- Version mismatch. A meaningful fraction of papers have human reviews that
describe an earlier arXiv/OpenReview version than the
paper.mdshipped here (rebuttal-revised content).splits/..._dev_clean100.jsonlis a dev subset selected to be version-consistent, but its retained papers were audited heuristically and a small number of residual mismatches remain — treatmismatch_flags.jsonlas the audited signal and re-verify if you need a perfectly clean subset. - Copyright. PDFs are the authors' original submissions and remain under their respective rights; redistributed here for research evaluation only.
License
Set the appropriate license before relying on this card. The papers are third-party academic works; the benchmark packaging is released for research use.
Citation
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