contilab | PyTorch framework for continual learning research: benchmark EWC, LwF, experience replay, DER++, A-GEM and LoRA against catastrophic forgetting on vision and language models, compare them with model merging (Task Arithmetic, TIES) and knowledge distillation, and report 30+ metrics with proper statistics.