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Minghao Liu
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𝜀-weakened robustness of deep neural networks
P Huang, Y Yang, M Liu, F Jia, F Ma, J Zhang
Proceedings of the 31st ACM SIGSOFT International Symposium on Software …, 2022
132022
Word level robustness enhancement: Fight perturbation with perturbation
P Huang, Y Yang, F Jia, M Liu, F Ma, J Zhang
Proceedings of the AAAI Conference on Artificial Intelligence 36 (10), 10785 …, 2022
102022
Solving the Satisfiability Problem of Modal Logic S5 Guided by Graph Coloring.
P Huang, M Liu, P Wang, W Zhang, F Ma, J Zhang
IJCAI, 1093-1100, 2019
82019
Investigating the existence of orthogonal golf designs via satisfiability testing
P Huang, M Liu, C Ge, F Ma, J Zhang
Proceedings of the 2019 on International Symposium on Symbolic and Algebraic …, 2019
82019
Improving bit-blasting for nonlinear integer constraints
F Jia, R Han, P Huang, M Liu, F Ma, J Zhang
Proceedings of the 32nd ACM SIGSOFT International Symposium on Software …, 2023
62023
Can graph neural networks learn to solve the MaxSAT problem?(student abstract)
M Liu, P Huang, F Jia, F Zhang, Y Sun, S Cai, F Ma, J Zhang
Proceedings of the AAAI Conference on Artificial Intelligence 37 (13), 16264 …, 2023
52023
Learning the satisfiability of pseudo-Boolean problem with graph neural networks
M Liu, F Zhang, P Huang, S Niu, F Ma, J Zhang
Principles and Practice of Constraint Programming: 26th International …, 2020
42020
Suggesting Variable Order for Cylindrical Algebraic Decomposition via Reinforcement Learning
F Jia, Y Dong, M Liu, P Huang, F Ma, J Zhang
Advances in Neural Information Processing Systems 36, 2024
32024
Modelling and solving the supply marketing order allocation problem with time consistency and bundle discounts
Y Zhou, M Liu, F Ma, N Luo, M Yin
Journal of the Operational Research Society 73 (8), 1682-1691, 2022
32022
Improving simulated annealing for clique partitioning problems
J Gao, Y Lv, M Liu, S Cai, F Ma
Journal of Artificial Intelligence Research 74, 1485-1513, 2022
22022
{\epsilon}-weakened Robustness of Deep Neural Networks
P Huang, Y Yang, M Liu, F Jia, F Ma, J Zhang
arXiv preprint arXiv:2110.15764, 2021
22021
Efficient SAT-based minimal model generation methods for modal logic S5
P Huang, R Li, M Liu, F Ma, J Zhang
Theory and Applications of Satisfiability Testing–SAT 2021: 24th …, 2021
12021
Investigating the Existence of Holey Latin Squares via Satisfiability Testing
M Liu, R Han, F Jia, P Huang, F Ma, H Zhang, J Zhang
Pacific Rim International Conference on Artificial Intelligence, 410-422, 2023
2023
PSMT: Satisfiability Modulo Theories Meets Probability Distribution
F Jia, R Han, X Ma, B Cui, M Liu, P Huang, F Ma, J Zhang
2023 38th IEEE/ACM International Conference on Automated Software …, 2023
2023
NRAgo: Solving SMT (NRA) Formulas with Gradient-Based Optimization
M Liu, K Lv, P Huang, R Han, F Jia, Y Zhang, F Ma, J Zhang
2023 38th IEEE/ACM International Conference on Automated Software …, 2023
2023
A Community-Division Based Algorithm for Finding Relations Among Linear Constraints
M Liu, F Ma, J Yan
Knowledge Science, Engineering and Management: 11th International Conference …, 2018
2018
ISMT for SMT COMP 2023
F Jia, R Han, M Liu, C Ge, P Huang, F Ma, J Zhang
Yices-ismt for SMT COMP 2022
F Jia, R Han, M Liu, C Ge, P Huang, F Ma, J Zhang
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