ML Anthology

Wicker, Matthew

9 publications

NeurIPS 2023 Certification of Distributional Individual Fairness Matthew Wicker, Vihari Piratla, Adrian Weller
NeurIPS 2023 Use Perturbations When Learning from Explanations Juyeon Heo, Vihari Piratla, Matthew Wicker, Adrian Weller
NeurIPSW 2023 Use Perturbations When Learning from Explanations Juyeon Heo, Vihari Piratla, Matthew Wicker, Adrian Weller
IJCAI 2022 Individual Fairness Guarantees for Neural Networks Elias Benussi, Andrea Patanè, Matthew Wicker, Luca Laurenti, Marta Kwiatkowska
AISTATS 2021 Bayesian Inference with Certifiable Adversarial Robustness Matthew Wicker, Luca Laurenti, Andrea Patane, Zhuotong Chen, Zheng Zhang, Marta Kwiatkowska
UAI 2021 Certification of Iterative Predictions in Bayesian Neural Networks Matthew Wicker, Luca Laurenti, Andrea Patane, Nicola Paoletti, Alessandro Abate, Marta Kwiatkowska
UAI 2020 Probabilistic Safety for Bayesian Neural Networks Matthew Wicker, Luca Laurenti, Andrea Patane, Marta Kwiatkowska
NeurIPS 2020 Robustness of Bayesian Neural Networks to Gradient-Based Attacks Ginevra Carbone, Matthew Wicker, Luca Laurenti, Andrea Patane', Luca Bortolussi, Guido Sanguinetti
IJCAI 2019 Statistical Guarantees for the Robustness of Bayesian Neural Networks Luca Cardelli, Marta Kwiatkowska, Luca Laurenti, Nicola Paoletti, Andrea Patane, Matthew Wicker