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Neural Predictive Monitoring under Partial Observability



Francesca Cairoli , Luca Bortolussi , Nicola Paoletti


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Neural Predictive Monitoring under Partial Observabilit



Francesca Cairoli , Luca Bortolussi , Nicola Paoletti


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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 

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On Guaranteed Optimal Robust Explanations for NLP Models



Emanuele La Malfa , Agnieszka Zbrzezny , Rhiannon Michelmore , Nicola Paoletti , Marta Kwiatkowska

* IJCAI 2021 
* 13 pages (8+5 Appendix). Accepted as long-paper at IJCAI 2021 

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Learnable Strategies for Bilateral Agent Negotiation over Multiple Issues



Pallavi Bagga , Nicola Paoletti , Kostas Stathis


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MPC-guided Imitation Learning of Neural Network Policies for the Artificial Pancreas



Hongkai Chen , Nicola Paoletti , Scott A. Smolka , Shan Lin


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A Deep Reinforcement Learning Approach to Concurrent Bilateral Negotiation



Pallavi Bagga , Nicola Paoletti , Bedour Alrayes , Kostas Stathis


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Neural Simplex Architecture



Dung Phan , Nicola Paoletti , Radu Grosu , Nils Jansen , Scott A. Smolka , Scott D. Stoller


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Statistical Guarantees for the Robustness of Bayesian Neural Networks



Luca Cardelli , Marta Kwiatkowska , Luca Laurenti , Nicola Paoletti , Andrea Patane , Matthew Wicker

* 9 pages, 6 figures 

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