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/EWC

EWC

Reported on 6 benchmarks across 3 tasks · 2 papers · 6 SOTA

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

Methodology4 results

Continual Learningon20Newsgroup (10 tasks)
F1 - macro· 2016-12-02
0.918
best: 0.9523 (CTR)
SOTA
Overcoming catastrophic forgetting in neural networks arXiv:1612.00796
Continual LearningonF-CelebA (10 tasks)
Acc· 2016-12-02
0.6545
best: 0.7564 (CAT (CNN backbone))
SOTA
Overcoming catastrophic forgetting in neural networks arXiv:1612.00796
Continual LearningonASC (19 tasks)
F1 - macro· 2016-12-02
0.7452
best: 0.8811 (Multi-task Learning (MTL; Upper Bound))
SOTA
Overcoming catastrophic forgetting in neural networks arXiv:1612.00796
Continual LearningonDSC (10 tasks)
F1 - macro· 2016-12-02
0.6576
best: 0.8875 (CTR)
SOTA
Overcoming catastrophic forgetting in neural networks arXiv:1612.00796

Audio1 result

10-shot image generationonBabies
FID· 2020-12-04
79.93
best: 48.83 (AdAM)
SOTA
Few-shot Image Generation with Elastic Weight Consolidation arXiv:2012.02780

Other1 result

class-incremental learningoncifar100
10-stage average accuracy· 2016-12-02
50.53
SOTA
Overcoming catastrophic forgetting in neural networks arXiv:1612.00796