Sven Gowal

Challenges of real-world reinforcement learning: definitions, benchmarks and analysis

Gabriel Dulac-Arnold, Nir Levine, Daniel J. Mankowitz et al. · Machine Learning · 2021 · 526 citations · Full text

Artificial Intelligence, Real-world Reinforcement Learning, Engineering +4

On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models

Sven Gowal, Krishnamurthy Dvijotham, Robert Stanforth et al. · arXiv (Cornell University) · 2018 · 300 citations · Full text

Mathematical Programming, Artificial Intelligence, Convolutional Neural Network +21

A Dual Approach to Scalable Verification of Deep Networks

Krishnamurthy, Dvijotham, Robert Stanforth et al. · arXiv (Cornell University) · 2018 · 172 citations · Full text

Mathematical Programming, Engineering, Machine Learning +16

Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Sven Gowal, Chongli Qin, Jonathan Uesato et al. · arXiv (Cornell University) · 2020 · 144 citations · Full text

Artificial Intelligence, Large Ai Model, Data Augmentation +13

Scalable Verified Training for Provably Robust Image Classification

Sven Gowal, Krishnamurthy Dvijotham, Robert Stanforth et al. · 2019 · 137 citations

Artificial Intelligence, Convolutional Neural Network, Engineering +19