papers
Publications (2)
cs.LG2021
Improving Generalization of Deep Reinforcement Learning-based TSP Solvers
Wenbin Ouyang, Yisen Wang, Shaochen Han +2
Recent work applying deep reinforcement learning (DRL) to solve traveling salesman problems (TSP) has shown that DRL-based solvers can be fast and competitive with TSP heuristics f…
cs.LG2021
Generalization in Deep RL for TSP Problems via Equivariance and Local Search
Wenbin Ouyang, Yisen Wang, Paul Weng +1
Deep reinforcement learning (RL) has proved to be a competitive heuristic for solving small-sized instances of traveling salesman problems (TSP), but its performance on larger-size…