Wenzheng Pan

Design Linear Constrained Neural Layers with Implicit Convex Optimization

M$^2$GenCO: Multi-task Meta Learning for Generative Combinatorial Optimization

CORectifier: Hierarchical Trajectory Rectifications Boost Reinforcement Learning for Combinatorial Optimization

UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP

Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search

COExpander: Adaptive Solution Expansion for Combinatorial Optimization

From Graph Embedding to LKH: Bridging Learning and Heuristics for a Streamlined General TSP Solver