Ecosyste.ms: Awesome

https://github.com/Mattdl/CLsurvey

Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase of "A continual learning survey: Defying forgetting in classification tasks." in IEEE TPAMI.

classification-tasks continual-learning deep-learning defy-forgetting elastic-weight-consolidation framework gradient-episodic-memory hat hyperparameter-tuning icarl inaturalist incremental-learning incremental-moment-matching memory-aware-synapses neural-networks packnet synaptic-intelligence tinyimagenet tpami

Last synced: 03 Aug 2024

https://github.com/Mattdl/ContinualPrototypeEvolution

Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastreams. Includes implementation of the Pseudo-Prototypical Proxy (PPP) loss.

computer-vision continual-learning datastreaming deep-learning online-learning prototypes representation-learning

Last synced: 03 Aug 2024

https://github.com/Mattdl/RehearsalRevealed

Official codebase of the "Rehearsal revealed:The limits and merits of revisiting samples in continual learning" paper.

Last synced: 03 Aug 2024

https://github.com/Mattdl/ContinualEvaluation

[Spotlight ICLR 2023 paper] Continual evaluation for lifelong learning with neural networks, identifying the stability gap.

avalanche continual-evaluation continual-learning deep-learning lifelong-learning machine-learning pytorch stability-gap

Last synced: 03 Aug 2024