AI RESEARCH
FOREVER: Forgetting Curve-Inspired Memory Replay for Language Model Continual Learning
arXiv CS.LG
•
ArXi:2601.03938v2 Announce Type: replace Continual learning (CL) for large language models (LLMs) aims to enable sequential knowledge acquisition without catastrophic forgetting. Memory replay methods are widely used for their practicality and effectiveness, but most rely on fixed, step-based heuristics that often misalign with the model's actual learning progress, since identical