Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Picture for Marta Kwiatkowska

Marta Kwiatkowska

University of Oxford

Learning Dynamics and Generalization in Reinforcement Learning



Clare Lyle , Mark Rowland , Will Dabney , Marta Kwiatkowska , Yarin Gal


   Access Paper or Ask Questions

Sample Complexity Bounds for Robustly Learning Decision Lists against Evasion Attacks



Pascale Gourdeau , Varun Kanade , Marta Kwiatkowska , James Worrell

* To appear in the proceedings of International Joint Conference on Artificial Intelligence (2022) 

   Access Paper or Ask Questions

Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits



Hjalmar Wijk , Benjie Wang , Marta Kwiatkowska

* 11 pages (8+3 Appendix). To be published in IJCAI 2022 

   Access Paper or Ask Questions

Individual Fairness Guarantees for Neural Networks



Elias Benussi , Andrea Patane , Matthew Wicker , Luca Laurenti , Marta Kwiatkowska


   Access Paper or Ask Questions

Tractable Uncertainty for Structure Learning



Benjie Wang , Matthew Wicker , Marta Kwiatkowska


   Access Paper or Ask Questions

Strategy Synthesis for Zero-sum Neuro-symbolic Concurrent Stochastic Games



Rui Yan , Gabriel Santos , Gethin Norman , David Parker , Marta Kwiatkowska

* 21 pages, 7 figures 

   Access Paper or Ask Questions

The King is Naked: on the Notion of Robustness for Natural Language Processing



Emanuele La Malfa , Marta Kwiatkowska

* AAAI 2022 main-track (full-paper) 

   Access Paper or Ask Questions

Backdoor Attacks on Network Certification via Data Poisoning



Tobias Lorenz , Marta Kwiatkowska , Mario Fritz


   Access Paper or Ask Questions

Certification of Iterative Predictions in Bayesian Neural Networks



Matthew Wicker , Luca Laurenti , Andrea Patane , Nicola Paoletti , Alessandro Abate , Marta Kwiatkowska

* Accepted, UAI 2021. 17 pages 

   Access Paper or Ask Questions

1
2
3
4
>>