Pengyang Huang

HONet: Data-Efficient Learning for Exact Cover Problems via Hypergraph Optimization

Deep learning approaches typically require prohibitive amounts of data to approximate strict Exact Cover Problems, while existing neuro-symbolic methods often face training infeasibility and scalability bottlenecks. To bridge this divide, we propose the Hypergraph Optimization Network (HONet), an en…