Author

Wen-Jie Li

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Jun 2026

COMAP: Co-Evolving World Models and Agent Policies for LLM Agents

COMAP is a novel framework that co-evolves textual world models and agent policies through closed-loop interaction and improves the world model's prediction accuracy over time and leads to more effective long-horizon decision-making.

You-ning Liu, Jian Wang, Hanlin Wang et al. · arXiv.org · 6 citations · ⚡1

Preprint Aug 2026

PILOT in the Loop: Live Self-Improvement for Long-Horizon Agents

PILOT is presented, a supervisor-worker harness for live self-improvement through two coupled mechanisms: (1) live steering lets a separate supervisor redirect or abort the active worker during execution; and (2) live self-evolution distils procedures and failure modes revealed during execution into reusable skills and...

Yang Xiao, Yu-Song Sun, Haoming Wu et al. · 2 citations