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cs.AI2026
DS-Lighting: Making Agent Harnesses Explicit for Data-Science Automation
Fan Liu, Hao Liu
Large Language Model (LLM) agents have shown promise for automating data-science workflows, yet their end-to-end performance depends critically on the agent harness that represents…
cs.AI2026
DSWorld: A Data Science World Model for Efficient Autonomous Agents
Zherui Yang, Fan Liu, Hao Liu
Despite strong capabilities in data understanding and decision-making, autonomous data science agents still heavily rely on trial-and-error workflows that involve expensive computa…
cs.LG2026
RiskNet: A large-scale dataset of AI risk incidents from news with alignment and multi-dimensional annotations
Leihan Zhang, Wecheng Ye, Xianlong Ma +5
As artificial intelligence (AI) systems are increasingly deployed across socially consequential domains, reports of AI-related harms and failures have grown in frequency and divers…