Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/FiLM

FiLM

Reported on 69 benchmarks across 4 tasks · 3 papers · 54 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series64 results

Time Series ForecastingonETTh2 (720) Multivariate
MAE· 2022-05-18
0.456
best: 0.418 (xPatch)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2022-05-18
0.439
best: 0.372 (RLinear)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (720) Multivariate
MAE· 2022-05-18
0.472
best: 0.447 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2022-05-18
0.465
best: 0.409 (DiPE-Linear)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (720) Univariate
MAE· 2022-05-18
0.24
best: 0.223 (AutoCon)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (720) Univariate
MSE· 2022-05-18
0.09
best: 0.078 (AutoCon)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (96) Univariate
MAE· 2022-05-18
0.178
best: 0.177 (NLinear)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (96) Univariate
MSE· 2022-05-18
0.055
best: 0.053 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2022-05-18
0.423
best: 0.394 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2022-05-18
0.414
best: 0.373 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (192) Univariate
MAE· 2022-05-18
0.335
best: 0.305 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (192) Univariate
MSE· 2022-05-18
0.182
best: 0.147 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (192) Univariate
MAE· 2022-05-18
0.207
best: 0.198 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (192) Univariate
MSE· 2022-05-18
0.072
best: 0.066 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2022-05-18
0.445
best: 0.2158 (DeformTime)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2022-05-18
0.442
best: 0.374 (D-PAD)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (96) Multivariate
MAE· 2022-05-18
0.348
best: 0.297 (xPatch)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2022-05-18
0.284
best: 0.225 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2022-05-18
0.394
best: 0.376 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2022-05-18
0.371
best: 0.341 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (336) Univariate
MAE· 2022-05-18
0.229
best: 0.215 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh1 (336) Univariate
MSE· 2022-05-18
0.083
best: 0.073 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (192) Multivariate
MAE· 2022-05-18
0.4
best: 0.33 (xPatch)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2022-05-18
0.357
best: 0.274 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (96) Univariate
MAE· 2022-05-18
0.272
best: 0.268 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (96) Univariate
MSE· 2022-05-18
0.127
best: 0.119 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (720) Multivariate
MAE· 2022-05-18
0.456
best: 0.418 (xPatch)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2022-05-18
0.439
best: 0.372 (RLinear)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (720) Multivariate
MAE· 2022-05-18
0.472
best: 0.447 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2022-05-18
0.465
best: 0.409 (DiPE-Linear)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (720) Univariate
MAE· 2022-05-18
0.24
best: 0.223 (AutoCon)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (720) Univariate
MSE· 2022-05-18
0.09
best: 0.078 (AutoCon)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (96) Univariate
MAE· 2022-05-18
0.178
best: 0.177 (NLinear)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (96) Univariate
MSE· 2022-05-18
0.055
best: 0.053 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (192) Multivariate
MAE· 2022-05-18
0.423
best: 0.394 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2022-05-18
0.414
best: 0.373 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (192) Univariate
MAE· 2022-05-18
0.335
best: 0.305 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (192) Univariate
MSE· 2022-05-18
0.182
best: 0.147 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (192) Univariate
MAE· 2022-05-18
0.207
best: 0.198 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (192) Univariate
MSE· 2022-05-18
0.072
best: 0.066 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2022-05-18
0.445
best: 0.2158 (DeformTime)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2022-05-18
0.442
best: 0.374 (D-PAD)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (96) Multivariate
MAE· 2022-05-18
0.348
best: 0.297 (xPatch)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2022-05-18
0.284
best: 0.225 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (96) Multivariate
MAE· 2022-05-18
0.394
best: 0.376 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2022-05-18
0.371
best: 0.341 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (336) Univariate
MAE· 2022-05-18
0.229
best: 0.215 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh1 (336) Univariate
MSE· 2022-05-18
0.083
best: 0.073 (SegRNN)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (192) Multivariate
MAE· 2022-05-18
0.4
best: 0.33 (xPatch)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2022-05-18
0.357
best: 0.274 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (96) Univariate
MAE· 2022-05-18
0.272
best: 0.268 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (96) Univariate
MSE· 2022-05-18
0.127
best: 0.119 (PatchMixer)
SOTA
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (336) Univariate
MAE· 2022-05-18
0.367
best: 0.323 (Informer)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (336) Univariate
MSE· 2022-05-18
0.204
best: 0.166 (PatchMixer)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (336) Multivariate
MAE· 2022-05-18
0.417
best: 0.36 (xPatch)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2022-05-18
0.377
best: 0.312 (xPatch)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (720) Univariate
MAE· 2022-05-18
0.396
best: 0.338 (Informer)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series ForecastingonETTh2 (720) Univariate
MSE· 2022-05-18
0.241
best: 0.177 (AutoCon)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (336) Univariate
MAE· 2022-05-18
0.367
best: 0.323 (Informer)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (336) Univariate
MSE· 2022-05-18
0.204
best: 0.166 (PatchMixer)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (336) Multivariate
MAE· 2022-05-18
0.417
best: 0.36 (xPatch)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2022-05-18
0.377
best: 0.312 (xPatch)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (720) Univariate
MAE· 2022-05-18
0.396
best: 0.338 (Informer)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897
Time Series AnalysisonETTh2 (720) Univariate
MSE· 2022-05-18
0.241
best: 0.177 (AutoCon)
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting arXiv:2205.08897

Miscellaneous3 results

Image Retrieval with Multi-Modal QueryonMIT-States
Recall@1· 2017-09-22
10.1
best: 13.9 (ComposeAE)
FiLM: Visual Reasoning with a General Conditioning Layer arXiv:1709.07871
Image Retrieval with Multi-Modal QueryonMIT-States
Recall@10· 2017-09-22
38.3
best: 47.9 (ComposeAE)
FiLM: Visual Reasoning with a General Conditioning Layer arXiv:1709.07871
Image Retrieval with Multi-Modal QueryonMIT-States
Recall@5· 2017-09-22
27.7
best: 35.5 (ComposeAE)
FiLM: Visual Reasoning with a General Conditioning Layer arXiv:1709.07871

Natural Language Processing2 results

Sentiment AnalysisonFinancial PhraseBank
Accuracy· 2023-10-20
86.25
SOTA
Exploring the Impact of Corpus Diversity on Financial Pretrained Language Models arXiv:2310.13312
Sentiment AnalysisonFinancial PhraseBank
F1 score· 2023-10-20
84.48
SOTA
Exploring the Impact of Corpus Diversity on Financial Pretrained Language Models arXiv:2310.13312