On Token's Dilemma: Dynamic MoE with Drift-Aware Token Assignment for Continual Learning of Large Vision Language Models Paper • 2603.27481 • Published Mar 29 • 32
Rethinking Continual Experience Internalization for Self-Evolving LLM Agents Paper • 2606.04703 • Published Jun 3 • 27
Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents Paper • 2610.33956 • Published 19 days ago • 35
Harness-Model Collaboration for Long-Horizon Continual Learning Paper • 2610.34724 • Published 18 days ago • 11