Machine Learning · Computer Science
Algorithms for Verifying Deep Neural Networks
Changliu Liu, Tomer Arnon, Christopher Lazarus, Christopher Strong +2
2020-12-02
Artificial Intelligence · Computer Science
Automated Verification of Neural Networks: Advances, Challenges and Perspectives
Francesco Leofante, Nina Narodytska, Luca Pulina, Armando Tacchella
2018-05-28
Machine Learning · Computer Science
Verification of Neural Networks: Enhancing Scalability through Pruning
Dario Guidotti, Francesco Leofante, Luca Pulina, Armando Tacchella
2020-03-18
Programming Languages · Computer Science
Neural Network Verification is a Programming Language Challenge
Lucas C. Cordeiro, Matthew L. Daggitt, Julien Girard-Satabin, Omri Isac +7
2025-01-31
Artificial Intelligence · Computer Science
Differentiable Logics for Neural Network Training and Verification
Natalia Slusarz, Ekaterina Komendantskaya, Matthew L. Daggitt, Robert Stewart
2022-07-15
Machine Learning · Computer Science
Towards Repairing Neural Networks Correctly
Guoliang Dong, Jun Sun, Jingyi Wang, Xinyu Wang +1
2021-05-07
Machine Learning · Computer Science
Training verified learners with learned verifiers
Krishnamurthy Dvijotham, Sven Gowal, Robert Stanforth, Relja Arandjelovic +3
2018-05-30
Neural and Evolutionary Computing · Computer Science
Recent Advances in Recurrent Neural Networks
Hojjat Salehinejad, Sharan Sankar, Joseph Barfett, Errol Colak +1
2018-02-26
Machine Learning · Computer Science
Training Verification-Friendly Neural Networks via Neuron Behavior Consistency
Zongxin Liu, Zhe Zhao, Fu Song, Jun Sun +3
2024-12-31
Machine Learning · Computer Science
Verification of Non-Linear Specifications for Neural Networks
Chongli Qin, Krishnamurthy, Dvijotham, Brendan O'Donoghue +6
2019-02-27
Artificial Intelligence · Computer Science
A Unified View of Piecewise Linear Neural Network Verification
Rudy Bunel, Ilker Turkaslan, Philip H. S. Torr, Pushmeet Kohli +1
2018-05-23