Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents.

arXiv:2610.33956v1 Announce Type: cross Abstract: Continual learning is the ability of LLM agents to improve over time by acquiring, refining, and applying knowledge from experience while retaining useful prior knowledge. It is essential for agents learning ov