Hai Duong
Ph.D. Student
George Mason University
hduong22 (at) gmu.edu
About Me
I am currently working on DNNs Verification with Prof.
ThanhVu Nguyen
at George Mason University.
Research Interests
DNN Reasoning:
Neural Network Verification and Testing, Formal Method
Machine Learning:
Reinforcement Learning
Publications
FSE'24
Harnessing Neuron Stability to Improve DNN Verification (pp. 859-881)
Hai Duong
; Dong Xu; ThanhVu Nguyen; Matthew B. Dwyer
Proceedings of the ACM on Software Engineering (PACMSE) Symposium on Foundations of Software Engineering (FSE), 2024.
PDF
Code
TACAS'24
Training for Verification: Increasing Neuron Stability to Scale DNN Verification (pp. 24-44)
Dong Xu; Nusrat Jahan Mozumder;
Hai Duong
; Matthew B. Dwyer
Proceedings of the 30th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS)
PDF
Code
ICSE-Demo'22
SymInfer: Inferring Numerical Invariants using Symbolic States (pp. 197–201)
ThanhVu Nguyen; KimHao Nguyen;
Hai Duong
International Conference on Software Engineering (ICSE) - Tool Demo
PDF
Code
Misc
Proposal Contributions
CAREER: NeuralSAT: A Constraint-Solving Framework for Verifying Deep Neural Networks. NSF 2238133. 8/1/2023–7/31/2028, $510,509. NSF
Amazon Research Award (Automated Reasoning): Scalable and Precise DNN Constraint Solving with Abstraction and Conflict Clause Learning. 2023, $50,000 unrestricted gift. Amazon