1 citations · 1 across the 2 of their papers we have counts for
4 papers
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…
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…
Mitigating Negative Transfer via Reducing Environmental Disagreement
Hui Sun, Zheng Xie, Hao-Yuan He +1
Unsupervised Domain Adaptation~(UDA) focuses on transferring knowledge from a labeled source domain to an unlabeled target domain, addressing the challenge of \emph{domain shift}.…
A Learnability Analysis on Neuro-Symbolic Learning
Hao-Yuan He, Ming Li
This paper analyzes the learnability of neuro-symbolic (NeSy) tasks within hybrid systems. We show that the learnability of NeSy tasks can be characterized by their derived constra…