Author

Zhouhang Xie

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#machine learning Jan 2026

PACEvolve: Enabling Long-Horizon Progress-Aware Consistent Evolution

Progress-Aware Consistent Evolution (PACEvolve), a systematic framework for governing agent memory and search dynamics, maintains a global view of search momentum and achieves state-of-the-art results across complex evolutionary benchmarks.

Minghao Yan, Bo Peng, Benjamin Coleman et al. · arXiv.org · 22 citations

#artificial intelligence Jun 2026

Agentic Chain-of-Thought Steering for Efficient and Controllable LLM Reasoning

Agentic Chain-of-Thought Steering (ACTS), which formulates reasoning steering as a Markov decision process where a controller agent adaptively steers a frozen reasoner during inference, and enables budget-aware strategy control for efficient reasoning while preserving the reasoner's generation continuity.

Yu Xia, Zhouhang Xie, Xin Xu et al. · arXiv.org · 0 citations