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cs.LG2026
InvWeaver: Deductive Feedback for Invariant Synthesis in Interacting-Loop Programs
Guangyuan Wu, Weining Cao, Zehui Tan +4
Loop invariant inference is a fundamental yet challenging problem in program verification. Recent LLM-aided guess-and-check techniques have shown strong performance on single-loop…
cs.LG2025
Conformal Correction for Efficiency May be at Odds with Entropy
Senrong Xu, Tianyu Wang, Zenan Li +4
Conformal prediction (CP) provides a comprehensive framework to produce statistically rigorous uncertainty sets for black-box machine learning models. To further improve the effici…