Stanford Advisors

Contact

  • Academic
    huangpei@stanford.edu
    University - Scholar Department: Computer Science Position: Postdoctoral Scholar

Additional Info

Current Research and Scholarly Interests

Automated Reasoning, Trustworthy AI, Neural Symbolic Methods, Constraint Solving

All Publications

  • NRAgo: Solving SMT(NRA) Formulas with Gradient-based Optimization Liu, M., Lv, K., Huang, P., Han, R., Jia, F., Zhang, Y., Ma, F., Zhang, J., IEEE IEEE COMPUTER SOC. 2023: 2046-2049

    View details for DOI 10.1109/ASE56229.2023.00013

    View details for Web of Science ID 001103357200194

  • Improving Bit-Blasting for Nonlinear Integer Constraints Jia, F., Han, R., Huang, P., Liu, M., Ma, F., Zhang, J., Just, R., Fraser, G. ASSOC COMPUTING MACHINERY. 2023: 14-25

    View details for DOI 10.1145/3597926.3598034

    View details for Web of Science ID 001122661400002

  • PSMT: Satisfiability Modulo Theories Meets Probability Distribution Jia, F., Han, R., Ma, X., Cui, B., Liu, M., Huang, P., Ma, F., Zhang, J., IEEE IEEE COMPUTER SOC. 2023: 1756-1760

    View details for DOI 10.1109/ASE56229.2023.00183

    View details for Web of Science ID 001103357200149

  • Word Level Robustness Enhancement: Fight Perturbation with Perturbation (AAAI2022) Huang, P., Yang, Y., Jia, F., Liu, M., Ma, F., Zhang, J. 2022: 10785-10793
  • ε-Weakened robustness of deep neural networks (ISSTA2022) Huang, P., Yang, Y., Liu, M., Jia, F., Ma, F., Zhang, J. 2022: 126-138
  • Efficient SAT-Based Minimal Model Generation Methods for Modal Logic S5 (SAT2021) Huang, P., Li, R., Liu, M., Ma, F., Zhang, J. 2021: 225-241
  • Learning the Satisfiability of Pseudo-Boolean Problem with Graph Neural Networks (CP2020) Liu, M., Zhang, F., Huang, P., Niu, S., Ma, F., Zhang, J. 2020: 885-898
  • Solving the Satisfiability Problem of Modal Logic S5 Guided by Graph Coloring (IJCAI2019) Huang, P., Liu, M., Wang, P., Zhang, W., Ma, F., Zhang, J. 2019: 1093-1100
  • Approximating Integer Solution Counting via Space Quantification for Linear Constraints (IJCAI2019) Ge, C., Ma, F., Ma, X., Zhang, F., Huang, P., Zhang, J. 2019: 1697-1703
  • Investigating the Existence of Orthogonal Golf Designs via Satisfiability Testing (ISSAC2019) Huang, P., Liu, M., Ge, C., Ma, F., Zhang, J. 2019: 203-210
  • Investigating the Existence of Large Sets of Idempotent Quasigroups via Satisfiability Testing (IJCAR2018) Huang, P., Ma, F., Ge, C., Zhang, J., Zhang, H. 2018: 354-369
https://orcid.org/0000-0002-2989-5624