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Xia Zeng

2 accepted papers

2025

Automated Proof of Polynomial Inequalities via Reinforcement Learning

CVPR 2025poster

Polynomial inequality proving is fundamental to many mathematical disciplines and finds wide applications in diverse fields. Current traditional algebraic methods are based on searching for a polynomial positive definite representation over a set of basis. However, these methods are limited by trunc…

2023

Safety Verification of Nonlinear Systems with Bayesian Neural Network Controllers

AAAI 2023technical

Bayesian neural networks (BNNs) retain NN structures with a probability distribution placed over their weights. With the introduced uncertainties and redundancies, BNNs are proper choices of robust controllers for safety-critical control systems. This paper considers the problem of verifying the saf…