CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming

Peisong Wang, Bowen Liu, Zehua Li +4

Large language models still struggle with contest-level programming, while many agentic remedies rely on massive inference-time sampling or expensive multi-stage post-training. We…