14 citations · 21 across the 9 of their papers we have counts for
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cs.AI2026
Beyond Skill Evolution: Self-Evolving Context Management Policies for Long-Horizon Agent Harnesses
Weiyuan Li, Jinghan Xu, Aili Chen +4
Harness evolution improves LLM agents by learning from execution trajectories, but existing experience- and skill-based methods are less effective on long-horizon tasks. As interac…
cs.AI2026
OSPD: On-Policy Self-Distillation for Persona-Consistent Dialogue
Rui Xu, Yikai Zhang, Aili Chen +3
Maintaining persona consistency across multi-turn dialogues remains a core challenge for role-playing language models. Off-policy distillation from external teachers incurs distrib…