Author

Dan Zhang

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#artificial intelligence Preprint Aug 2025

ReST-RL: Reinforcing LLM Reasoning through Unified Self-Training and Value-Guided Search

ReST-RL is introduced, a unified Reinforced Self-Training (ReST) policy-value framework that reconnects policy optimization and value-guided search to improve LLM reasoning ability and validate the framework on multiple coding benchmarks.

Sining Zhoubian, Dan Zhang, Jie Tang · 9 citations · ⚡1

Review Jul 2026

Memory for Large Language Models

A systematic, architecture-centric taxonomy of memory in LLMs is presented, characterizes memory along three orthogonal axes: representation, update dynamics, and persistence, effectively bridging disparate architectural paradigms.

Sining Zhoubian, Dan Zhang, Evgeny Kharlamov et al. · arXiv.org · 1 citation