2 papers
cs.AI2026
Do Agents Need a New Kind of Paper? SPRA: Structured Paper Representation for Agents
Yutong Leng, Haojiong Chen, Fukai Shang +4
Scientific agents must connect research problems, methods, and findings dispersed through narrative articles. We introduce SPRA (Structured Paper Representation for Agents), a pape…
cs.LG2026
ANTE: Anticipate, Then Execute -- Learning Internal World Models for Coding Agents from Verified Beliefs
Yi Ge, Kangrui Ruan, Jifan Chen +6
Rapid advances in large language models have made software engineering agents capable of tackling complex coding tasks. Within a containerized environment, a coding agent receives…