4 papers
openJiuwen: Beyond Static Harnesses for Long-Horizon Coding Agents
openJiuwen Team, Tao Yu, Xinyu Zhang +17
Long-horizon coding agents operate over evolving repository states while increasingly relying on heterogeneous capabilities, delegated agents, and multi-agent coordination. These t…
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…
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…
Multimodal Query Suggestion with Multi-Agent Reinforcement Learning from Human Feedback
Zheng Wang, Bingzheng Gan, Wei Shi
In the rapidly evolving landscape of information retrieval, search engines strive to provide more personalized and relevant results to users. Query suggestion systems play a crucia…