4 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Imperial College LondonGB2 papers
- Centre National de la Recherche ScientifiqueFR1 paper
- Département d'InformatiqueFR1 paper
- École Normale Supérieure - PSLFR1 paper
- Global Security Intelligence (United Kingdom)GB1 paper
- Google DeepMind (United Kingdom)GB1 paper
- Google (United Kingdom)GB1 paper
- Institut de Biologie ValroseFR1 paper
- Institut national de recherche en sciences et technologies du numériqueFR1 paper
- Université Côte d'AzurFR1 paper
- University of California San DiegoUS1 paper
3 papers
Verification of Geometric Robustness of Neural Networks via Piecewise Linear Approximation and Lipschitz Optimisation
Ben Batten, Yang Zheng, Alessandro De Palma +2
We address the problem of verifying neural networks against geometric transformations of the input image, including rotation, scaling, shearing, and translation. The proposed metho…
Expressive Losses for Verified Robustness via Convex Combinations
Alessandro De Palma, Rudy Bunel, Krishnamurthy Dvijotham +3
In order to train networks for verified adversarial robustness, it is common to over-approximate the worst-case loss over perturbation regions, resulting in networks that attain ve…
Sound Symbolic Execution via Abstract Interpretation and its Application to Security
Ignacio Tiraboschi, Tamara Rezk, Xavier Rival
Symbolic execution is a program analysis technique commonly utilized to determine whether programs violate properties and, in case violations are found, to generate inputs that can…