Bayesian Inference with Certifiable Adversarial Robustness

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Bayesian Inference with Certifiable Adversarial Robustness

10 February 2021

Marta Z. Kwiatkowska

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Papers citing "Bayesian Inference with Certifiable Adversarial Robustness"

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Title
Support is All You Need for Certified VAE Training Changming Xu Debangshu Banerjee Deepak Vasisht Gagandeep Singh AAML 70 0 0 16 Apr 2025
Rényi Neural Processes Xuesong Wang He Zhao Edwin V. Bonilla UQCV BDL 110 0 0 25 May 2024
Individual Fairness in Bayesian Neural Networks Alice Doherty Matthew Wicker Luca Laurenti A. Patané 147 5 0 21 Apr 2023
Robust Explanation Constraints for Neural Networks Matthew Wicker Juyeon Heo Luca Costabello Adrian Weller FAtt 63 18 0 16 Dec 2022
Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial Defense Bao Gia Doan Ehsan Abbasnejad Javen Qinfeng Shi Damith Ranashinghe AAML OOD 87 8 0 05 Dec 2022
Robust Bayesian Learning for Reliable Wireless AI: Framework and Applications Matteo Zecchin Sangwoo Park Osvaldo Simeone Marios Kountouris David Gesbert 78 15 0 01 Jul 2022
Safety Certification for Stochastic Systems via Neural Barrier Functions Frederik Baymler Mathiesen S. Calvert Luca Laurenti 95 39 0 03 Jun 2022
Individual Fairness Guarantees for Neural Networks Elias Benussi A. Patané Matthew Wicker Luca Laurenti Marta Kwiatkowska University of Oxford 68 22 0 11 May 2022
How Sampling Impacts the Robustness of Stochastic Neural Networks Sina Daubener Asja Fischer SILM AAML 57 1 0 22 Apr 2022
DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification A. Ćiprijanović Diana Kafkes Gregory F. Snyder F. Sánchez G. Perdue K. Pedro Brian D. Nord Sandeep Madireddy Stefan M. Wild AAML 91 17 0 28 Dec 2021
Adversarial Robustness Guarantees for Gaussian Processes A. Patané Arno Blaas Luca Laurenti L. Cardelli Stephen J. Roberts Marta Z. Kwiatkowska GP AAML 188 9 0 07 Apr 2021
Make Sure You're Unsure: A Framework for Verifying Probabilistic Specifications Leonard Berrada Sumanth Dathathri Krishnamurthy Dvijotham Robert Stanforth Rudy Bunel J. Uesato Sven Gowal M. P. Kumar AAML OOD 97 17 0 18 Feb 2021