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Jianrong Zhou

4 accepted papers

2023

Farsighted Probabilistic Sampling: A General Strategy for Boosting Local Search MaxSAT Solvers

AAAI 2023technical

Local search has been demonstrated as an efficient approach for two practical generalizations of the MaxSAT problem, namely Partial MaxSAT (PMS) and Weighted PMS (WPMS). In this work, we observe that most local search (W)PMS solvers usually flip a single variable per iteration. Such a mechanism may…

2022

A Strengthened Branch and Bound Algorithm for the Maximum Common (Connected) Subgraph Problem

IJCAI 2022poster

We propose a new and strengthened Branch-and-Bound (BnB) algorithm for the maximum common (connected) induced subgraph problem based on two new operators, Long-Short Memory (LSM) and Leaf vertex Union Match (LUM). Given two graphs for which we search for the maximum common (connected) induced subgra…

2022

BandMaxSAT: A Local Search MaxSAT Solver with Multi-armed Bandit

IJCAI 2022poster

We address Partial MaxSAT (PMS) and Weighted PMS (WPMS), two practical generalizations of the MaxSAT problem, and propose a local search algorithm called BandMaxSAT, that applies a multi-armed bandit to guide the search direction, for these problems. The bandit in our method is associated with all t…

Cited by 28SourcePDFScholar
2021

Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem

AAAI 2021technical

We address the Traveling Salesman Problem (TSP), a famous NP-hard combinatorial optimization problem. And we propose a variable strategy reinforced approach, denoted as VSR-LKH, which combines three reinforcement learning methods (Q-learning, Sarsa and Monte Carlo) with the well-known TSP algorithm,…