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Matthew Mirman
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AI2: Safety and Robustness Certification of Neural Networks with Abstract Interpretation
T Gehr, M Mirman, D Drachsler-Cohen, P Tsankov, S Chaudhuri, ...
IEEE S&P, 2018
6392018
Differentiable Abstract Interpretation for Provably Robust Neural Networks
M Mirman, T Gehr, M Vechev
ICML, 2018
3962018
Fast and effective robustness certification
G Singh, T Gehr, M Mirman, M Püschel, M Vechev
Advances in Neural Information Processing Systems (NeurIPS), 10802-10813, 2018
3392018
Online robustness training for deep reinforcement learning
M Fischer, M Mirman, S Stalder, M Vechev
arXiv preprint arXiv:1911.00887, 2019
23*2019
A provable defense for deep residual networks
M Mirman, G Singh, M Vechev
arXiv preprint arXiv:1903.12519, 2019
202019
Universal approximation with certified networks
M Baader, M Mirman, M Vechev
International Conference on Learning Representations (ICLR), 2020
172020
Robustness certification with generative models
M Mirman, A Hägele, P Bielik, T Gehr, M Vechev
Proceedings of the 42nd ACM SIGPLAN International Conference on Programming …, 2021
112021
The Fundamental Limits of Interval Arithmetic for Neural Networks
M Mirman, M Baader, M Vechev
arXiv preprint arXiv:2112.05235, 2021
32021
Training Neural Machines with Trace-Based Supervision
M Mirman, D Dimitrov, P Djordjevich, T Gehr, M Vechev
ICML, 2018
32018
Certified Deep Learning: Verification and Training
M Mirman
ETH Zurich, 2022
2022
Logic Programming and Type Inference with the Calculus of Constructions
M Mirman
Carnegie Mellon University Pittsburgh, PA, 2014
2014
Modes for Non Strict Functional Logic Languages
M Mirman
2012
Inversion of Quadratic Bézier Triangles
GL Miller, M Mirman, T Phillips
Fall Workshop on Computational Geometry, 2010
2010
The Fundamental Limits of Neural Networks for Interval Certified Robustness
MB Mirman, M Baader, M Vechev
Universal Approximation with Certified Networks Download PDF
M Baader, MB Mirman, M Vechev
Differentiable Abstract Interpretation for Provably Robust Neural Networks Download PDF
M Mirman, T Gehr, M Vechev
ERAN User Manual
G Singh, M Balunovic, A Ruoss, C Müller, J Maurer, A Hoffmann, ...
2018 IEEE Symposium on Security and Privacy
T Gehr, M Mirman, D Drachsler-Cohen, P Tsankov, S Chaudhuri, ...
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