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cs.LG2026
Candidate Retention for Abductive Learning
Hao-Yuan He, Yu Liu, Ming Li
Abductive learning combines neural perception with symbolic reasoning, using explanations generated by abduction to supervise the perception model. Multiple valid explanations of t…
cs.DS2026
Learning-augmented smooth integer programs with PAC-learnable oracles
Hao-Yuan He, Ming Li
This paper investigates learning-augmented algorithms for smooth integer programs, covering canonical problems such as MAX-CUT and MAX-k-SAT. We introduce a framework that incorpor…