3 papers
cs.LG2026
Autonomous Repair for Multi-Agent Systems via Monte-Carlo Tree Search
Hanxiao Lu, Tianyi Zhang
Multi-agent systems (MAS) are increasingly deployed to solve complex tasks. In case of incorrect or unsatisfactory outputs, users have to manually locate agent mistakes by inspecti…
cs.LG2026
Caracal: Causal Architecture via Spectral Mixing
Bingzheng Gan, Tianyi Zhang, Yusu Li +4
The scalability of Large Language Models to long sequences is hindered by the quadratic cost of attention and the limitations of positional encodings. To address these, we introduc…
cs.AI2025
MASTER: A Multi-Agent System with LLM Specialized MCTS
Bingzheng Gan, Yufan Zhao, Tianyi Zhang +5
Large Language Models (LLM) are increasingly being explored for problem-solving tasks. However, their strategic planning capability is often viewed with skepticism. Recent studies…