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9.22k
Explanatory Visual Question Answering > FS-MEVQA
SME
GPT-4-1106-Vision-Preview
https://arxiv.org/abs/2303.08774v5
SPICE
37.67
Explanatory Visual Question Answering > FS-MEVQA
SME
GPT-4-1106-Vision-Preview
https://arxiv.org/abs/2303.08774v5
Detection
7.00
Explanatory Visual Question Answering > FS-MEVQA
SME
GPT-4-1106-Vision-Preview
https://arxiv.org/abs/2303.08774v5
ACC
42.30
Explanatory Visual Question Answering > FS-MEVQA
SME
GPT-4-1106-Vision-Preview
https://arxiv.org/abs/2303.08774v5
#Learning Samples (N)
16
Explanatory Visual Question Answering > FS-MEVQA
SME
Gemini-1.5 Pro
https://arxiv.org/abs/2403.05530v5
BLEU-4
41.87
Explanatory Visual Question Answering > FS-MEVQA
SME
Gemini-1.5 Pro
https://arxiv.org/abs/2403.05530v5
METEOR
34.61
Explanatory Visual Question Answering > FS-MEVQA
SME
Gemini-1.5 Pro
https://arxiv.org/abs/2403.05530v5
ROUGE-L
55.90
Explanatory Visual Question Answering > FS-MEVQA
SME
Gemini-1.5 Pro
https://arxiv.org/abs/2403.05530v5
CIDEr
276.14
Explanatory Visual Question Answering > FS-MEVQA
SME
Gemini-1.5 Pro
https://arxiv.org/abs/2403.05530v5
SPICE
40.58
Explanatory Visual Question Answering > FS-MEVQA
SME
Gemini-1.5 Pro
https://arxiv.org/abs/2403.05530v5
Detection
1.40
Explanatory Visual Question Answering > FS-MEVQA
SME
Gemini-1.5 Pro
https://arxiv.org/abs/2403.05530v5
ACC
40.88
Explanatory Visual Question Answering > FS-MEVQA
SME
Gemini-1.5 Pro
https://arxiv.org/abs/2403.05530v5
#Learning Samples (N)
16
Explanatory Visual Question Answering > FS-MEVQA
SME
Qwen-VL-Max
https://arxiv.org/abs/2308.12966v3
BLEU-4
24.30
Explanatory Visual Question Answering > FS-MEVQA
SME
Qwen-VL-Max
https://arxiv.org/abs/2308.12966v3
METEOR
23.40
Explanatory Visual Question Answering > FS-MEVQA
SME
Qwen-VL-Max
https://arxiv.org/abs/2308.12966v3
ROUGE-L
34.52
Explanatory Visual Question Answering > FS-MEVQA
SME
Qwen-VL-Max
https://arxiv.org/abs/2308.12966v3
CIDEr
201.47
Explanatory Visual Question Answering > FS-MEVQA
SME
Qwen-VL-Max
https://arxiv.org/abs/2308.12966v3
SPICE
26.13
Explanatory Visual Question Answering > FS-MEVQA
SME
Qwen-VL-Max
https://arxiv.org/abs/2308.12966v3
Detection
1.05
Explanatory Visual Question Answering > FS-MEVQA
SME
Qwen-VL-Max
https://arxiv.org/abs/2308.12966v3
ACC
40.33
Explanatory Visual Question Answering > FS-MEVQA
SME
Qwen-VL-Max
https://arxiv.org/abs/2308.12966v3
#Learning Samples (N)
16
Explanatory Visual Question Answering > FS-MEVQA
SME
GLM-4V
https://arxiv.org/abs/2311.03079v2
BLEU-4
14.45
Explanatory Visual Question Answering > FS-MEVQA
SME
GLM-4V
https://arxiv.org/abs/2311.03079v2
METEOR
17.53
Explanatory Visual Question Answering > FS-MEVQA
SME
GLM-4V
https://arxiv.org/abs/2311.03079v2
ROUGE-L
24.28
Explanatory Visual Question Answering > FS-MEVQA
SME
GLM-4V
https://arxiv.org/abs/2311.03079v2
CIDEr
127.37
Explanatory Visual Question Answering > FS-MEVQA
SME
GLM-4V
https://arxiv.org/abs/2311.03079v2
SPICE
17.70
Explanatory Visual Question Answering > FS-MEVQA
SME
GLM-4V
https://arxiv.org/abs/2311.03079v2
Detection
0.89
Explanatory Visual Question Answering > FS-MEVQA
SME
GLM-4V
https://arxiv.org/abs/2311.03079v2
ACC
34.23
Explanatory Visual Question Answering > FS-MEVQA
SME
GLM-4V
https://arxiv.org/abs/2311.03079v2
#Learning Samples (N)
16
Explanatory Visual Question Answering > FS-MEVQA
SME
VCIN
http://openaccess.thecvf.com//content/ICCV2023/html/Xue_Variational_Causal_Inference_Network_for_Explanatory_Visual_Question_Answering_ICCV_2023_paper.html
BLEU-4
9.17
Explanatory Visual Question Answering > FS-MEVQA
SME
VCIN
http://openaccess.thecvf.com//content/ICCV2023/html/Xue_Variational_Causal_Inference_Network_for_Explanatory_Visual_Question_Answering_ICCV_2023_paper.html
METEOR
19.82
Explanatory Visual Question Answering > FS-MEVQA
SME
VCIN
http://openaccess.thecvf.com//content/ICCV2023/html/Xue_Variational_Causal_Inference_Network_for_Explanatory_Visual_Question_Answering_ICCV_2023_paper.html
ROUGE-L
33.34
Explanatory Visual Question Answering > FS-MEVQA
SME
VCIN
http://openaccess.thecvf.com//content/ICCV2023/html/Xue_Variational_Causal_Inference_Network_for_Explanatory_Visual_Question_Answering_ICCV_2023_paper.html
CIDEr
4.28
Explanatory Visual Question Answering > FS-MEVQA
SME
VCIN
http://openaccess.thecvf.com//content/ICCV2023/html/Xue_Variational_Causal_Inference_Network_for_Explanatory_Visual_Question_Answering_ICCV_2023_paper.html
SPICE
13.39
Explanatory Visual Question Answering > FS-MEVQA
SME
VCIN
http://openaccess.thecvf.com//content/ICCV2023/html/Xue_Variational_Causal_Inference_Network_for_Explanatory_Visual_Question_Answering_ICCV_2023_paper.html
Detection
0.28
Explanatory Visual Question Answering > FS-MEVQA
SME
VCIN
http://openaccess.thecvf.com//content/ICCV2023/html/Xue_Variational_Causal_Inference_Network_for_Explanatory_Visual_Question_Answering_ICCV_2023_paper.html
ACC
17.77
Explanatory Visual Question Answering > FS-MEVQA
SME
VCIN
http://openaccess.thecvf.com//content/ICCV2023/html/Xue_Variational_Causal_Inference_Network_for_Explanatory_Visual_Question_Answering_ICCV_2023_paper.html
#Learning Samples (N)
16
Explanatory Visual Question Answering > FS-MEVQA
SME
REX
https://arxiv.org/abs/2203.06107v1
BLEU-4
0.00
Explanatory Visual Question Answering > FS-MEVQA
SME
REX
https://arxiv.org/abs/2203.06107v1
METEOR
4.37
Explanatory Visual Question Answering > FS-MEVQA
SME
REX
https://arxiv.org/abs/2203.06107v1
ROUGE-L
23.23
Explanatory Visual Question Answering > FS-MEVQA
SME
REX
https://arxiv.org/abs/2203.06107v1
CIDEr
0.89
Explanatory Visual Question Answering > FS-MEVQA
SME
REX
https://arxiv.org/abs/2203.06107v1
SPICE
0.00
Explanatory Visual Question Answering > FS-MEVQA
SME
REX
https://arxiv.org/abs/2203.06107v1
Detection
0.00
Explanatory Visual Question Answering > FS-MEVQA
SME
REX
https://arxiv.org/abs/2203.06107v1
ACC
17.77
Explanatory Visual Question Answering > FS-MEVQA
SME
REX
https://arxiv.org/abs/2203.06107v1
#Learning Samples (N)
16
Multivariate Time Series Forecasting
MIMIC-III
GraFITi
https://arxiv.org/abs/2305.12932v2
MSE
0.396 ± 0.030
Multivariate Time Series Forecasting
MIMIC-III
FLD
https://arxiv.org/abs/2405.03582v2
MSE
0.444 ± 0.027
Multivariate Time Series Forecasting
MIMIC-III
GRU-ODE-Bayes
https://arxiv.org/abs/1905.12374v2
MSE
0.480 ± 0.010
Multivariate Time Series Forecasting
MIMIC-III
GRU-ODE-Bayes
https://arxiv.org/abs/1905.12374v2
NegLL
0.83
Multivariate Time Series Forecasting
MIMIC-III
Neural Flows
https://arxiv.org/abs/2110.13040v1
MSE
0.490 ± 0.004
Multivariate Time Series Forecasting
MIMIC-III
T-LSTM
https://doi.org/10.1145/3097983.3097997
MSE
0.790 ± 0.060
Multivariate Time Series Forecasting
MIMIC-III
T-LSTM
https://doi.org/10.1145/3097983.3097997
NegLL
1.02
Multivariate Time Series Forecasting
Weather
GLinear
https://arxiv.org/abs/2501.01087v3
MSE
0.0716
Multivariate Time Series Forecasting
ExtMarker
UORO
https://arxiv.org/abs/2106.01100v6
MAE
0.845
Multivariate Time Series Forecasting
ExtMarker
UORO
https://arxiv.org/abs/2106.01100v6
RMSE
1.275
Multivariate Time Series Forecasting
ExtMarker
UORO
https://arxiv.org/abs/2106.01100v6
normalized RMSE
0.2824
Multivariate Time Series Forecasting
ExtMarker
UORO
https://arxiv.org/abs/2106.01100v6
Maximum error
8.81
Multivariate Time Series Forecasting
ExtMarker
UORO
https://arxiv.org/abs/2106.01100v6
Jitter
0.9672
Multivariate Time Series Forecasting
Traffic
GLinear
https://arxiv.org/abs/2501.01087v3
MSE
0.3222
Multivariate Time Series Forecasting
ETTh1 (720) Multivariate
TSMixer
https://arxiv.org/abs/2306.09364v4
MSE
0.444
Multivariate Time Series Forecasting
MuJoCo
Latent ODE (ODE enc)
https://arxiv.org/abs/1907.03907v1
MSE (10^-2, 50% missing)
1.258
Multivariate Time Series Forecasting
MuJoCo
Latent ODE (RNN enc.)
https://arxiv.org/abs/1806.07366v5
MSE (10^-2, 50% missing)
1.377
Multivariate Time Series Forecasting
MuJoCo
RNN-VAE
https://arxiv.org/abs/1806.07366v5
MSE (10^-2, 50% missing)
1.782
Multivariate Time Series Forecasting
MuJoCo
RNN GRU-D
http://arxiv.org/abs/1606.01865v2
MSE (10^-2, 50% missing)
5.833
Multivariate Time Series Forecasting
MuJoCo
ODE-RNN
https://arxiv.org/abs/1907.03907v1
MSE (10^-2, 50% missing)
26.463
Multivariate Time Series Forecasting
MuJoCo
RNN ∆t
null
MSE (10^-2, 50% missing)
30.571
Multivariate Time Series Forecasting
ETTh1 (96) Multivariate
TSMixer
https://arxiv.org/abs/2306.09364v4
MSE
0.368
Multivariate Time Series Forecasting
ETTh1 (96) Multivariate
TSMixer
https://arxiv.org/abs/2306.09364v4
MAE
0.398
Multivariate Time Series Forecasting
ETTh1 (96) Multivariate
PRformer
https://arxiv.org/abs/2408.10483v1
MSE
0.354
Multivariate Time Series Forecasting
ETTh1 (96) Multivariate
PRformer
https://arxiv.org/abs/2408.10483v1
MAE
0.383
Multivariate Time Series Forecasting
ETTh1 (96) Multivariate
MMFNet
https://arxiv.org/abs/2410.02070v1
MSE
0.359
Multivariate Time Series Forecasting
USHCN-Daily
FLD
https://arxiv.org/abs/2405.03582v2
MSE
0.258
Multivariate Time Series Forecasting
USHCN-Daily
GraFITi
https://arxiv.org/abs/2305.12932v2
MSE
0.27
Multivariate Time Series Forecasting
USHCN-Daily
GRU-ODE-Bayes
https://arxiv.org/abs/1905.12374v2
MSE
0.43
Multivariate Time Series Forecasting
USHCN-Daily
BRITS
http://arxiv.org/abs/1805.10572v1
MSE
0.53
Multivariate Time Series Forecasting
USHCN-Daily
T-LSTM
https://doi.org/10.1145/3097983.3097997
MSE
0.59
Multivariate Time Series Forecasting
USHCN-Daily
Sequential VAE
http://arxiv.org/abs/1609.09869v2
MSE
0.83
Multivariate Time Series Forecasting
USHCN-Daily
NeuralODE-VAE-Mask
https://arxiv.org/abs/1806.07366v5
MSE
0.83
Multivariate Time Series Forecasting
USHCN-Daily
NeuralODE-VAE
https://arxiv.org/abs/1806.07366v5
MSE
0.96
Multivariate Time Series Forecasting
ETTh2 (720) Multivariate
MMFNet
https://arxiv.org/abs/2410.02070v1
MSE
0.376
Multivariate Time Series Forecasting
PhysioNet Challenge 2012
Latent ODE + Poisson
https://arxiv.org/abs/1907.03907v1
mse (10^-3)
2.208
Multivariate Time Series Forecasting
PhysioNet Challenge 2012
Latent ODE + Poisson
https://arxiv.org/abs/1907.03907v1
MSE stdev
0.05
Multivariate Time Series Forecasting
PhysioNet Challenge 2012
Latent ODE (ODE enc)
https://arxiv.org/abs/1907.03907v1
mse (10^-3)
2.231
Multivariate Time Series Forecasting
PhysioNet Challenge 2012
Latent ODE (ODE enc)
https://arxiv.org/abs/1907.03907v1
MSE stdev
0.029
Multivariate Time Series Forecasting
PhysioNet Challenge 2012
RNN-VAE
https://arxiv.org/abs/1806.07366v5
mse (10^-3)
3.055
Multivariate Time Series Forecasting
PhysioNet Challenge 2012
RNN-VAE
https://arxiv.org/abs/1806.07366v5
MSE stdev
0.145
Multivariate Time Series Forecasting
PhysioNet Challenge 2012
Latent ODE (RNN enc.)
https://arxiv.org/abs/1806.07366v5
mse (10^-3)
3.162
Multivariate Time Series Forecasting
PhysioNet Challenge 2012
Latent ODE (RNN enc.)
https://arxiv.org/abs/1806.07366v5
MSE stdev
0.052
Multivariate Time Series Forecasting
AEP
LSTM-SC
https://peerj.com/articles/cs-1487/
12 steps MAPE
2.58
Multivariate Time Series Forecasting
AEP
LSTM-SC
https://peerj.com/articles/cs-1487/
12 steps RMSE
549.92
Multivariate Time Series Forecasting
ETTh1 (192) Multivariate
TSMixer
https://arxiv.org/abs/2306.09364v4
MSE
0.399
Multivariate Time Series Forecasting
ETTh1 (192) Multivariate
TSMixer
https://arxiv.org/abs/2306.09364v4
MAE
0.418
Multivariate Time Series Forecasting
ETTh1 (192) Multivariate
PRformer
https://arxiv.org/abs/2408.10483v1
MSE
0.397
Multivariate Time Series Forecasting
ETTh1 (192) Multivariate
PRformer
https://arxiv.org/abs/2408.10483v1
MAE
0.410
Multivariate Time Series Forecasting
ETTh1 (192) Multivariate
MMFNet
https://arxiv.org/abs/2410.02070v1
MSE
0.396
Multivariate Time Series Forecasting
ETTh1 (336) Multivariate
MMFNet
https://arxiv.org/abs/2410.02070v1
MSE
0.409
Multivariate Time Series Forecasting
ETTh1 (336) Multivariate
TSMixer
https://arxiv.org/abs/2306.09364v4
MSE
0.421
Multivariate Time Series Forecasting
ETTh1 (48) Multivariate
GLinear
https://arxiv.org/abs/2501.01087v3
MSE
0.3142
Multivariate Time Series Forecasting
BPI challenge '12
QuerySelector
https://arxiv.org/abs/2107.08687v2
Accuracy
0.79
Multivariate Time Series Forecasting
BPI challenge '12
LSTM
http://arxiv.org/abs/1612.02130v2
Accuracy
0.76
Multivariate Time Series Forecasting
Electricity
GLinear
https://arxiv.org/abs/2501.01087v3
MSE
0.0883