3 papers
cs.DS2025
Shortcutting for Negative-Weight Shortest Path
George Z. Li, Jason Li, Satish Rao +1
Consider the single-source shortest paths problem on a directed graph with real-valued edge weights. We solve this problem in time, improving on prior work…
cs.CL2025
WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization
Zhengwei Tao, Jialong Wu, Wenbiao Yin +10
The advent of Large Language Model (LLM)-powered agents has revolutionized artificial intelligence by enabling solutions to complex, open-ended tasks through web-based information-…
cs.CL2025
WebSailor: Navigating Super-human Reasoning for Web Agent
Kuan Li, Zhongwang Zhang, Huifeng Yin +16
Transcending human cognitive limitations represents a critical frontier in LLM training. Proprietary agentic systems like DeepResearch have demonstrated superhuman capabilities on…