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Robust Counterfactual Explanations for Tree-Based Ensembles


Jul 17, 2022
Sanghamitra Dutta, Jason Long, Saumitra Mishra, Cecilia Tilli, Daniele Magazzeni

* Accepted at ICML 2022 

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Global Counterfactual Explanations: Investigations, Implementations and Improvements


Apr 14, 2022
Dan Ley, Saumitra Mishra, Daniele Magazzeni

* Published as a workshop paper at ICLR 2022 (5 page main text, references, 3 page appendix) 

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Asynchronous Collaborative Learning Across Data Silos


Mar 23, 2022
Tiffany Tuor, Joshua Lockhart, Daniele Magazzeni

* Will appear in conference proceedings of ACM International Conference on AI in Finance (ICAIF '21) 

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Explaining Preference-driven Schedules: the EXPRES Framework


Mar 16, 2022
Alberto Pozanco, Francesca Mosca, Parisa Zehtabi, Daniele Magazzeni, Sarit Kraus


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Optimal Admission Control for Multiclass Queues with Time-Varying Arrival Rates via State Abstraction


Mar 14, 2022
Marc Rigter, Danial Dervovic, Parisa Hassanzadeh, Jason Long, Parisa Zehtabi, Daniele Magazzeni

* 7+1 pages main text, 16 pages supplementary material, accepted to AAAI 2022 

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Counterfactual Shapley Additive Explanations


Nov 02, 2021
Emanuele Albini, Jason Long, Danial Dervovic, Daniele Magazzeni

* Camera-ready accepted at XAIF '21 (Workshop on Explainable AI in Finance) at ACM ICAIF '21 (https://ai-finance.org/

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A Survey on the Robustness of Feature Importance and Counterfactual Explanations


Oct 30, 2021
Saumitra Mishra, Sanghamitra Dutta, Jason Long, Daniele Magazzeni

* 4 pages plus references. Accepted at the workshop on Explainable AI in Finance (XAI-FIN21). Camera-ready version 

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How Robust are Limit Order Book Representations under Data Perturbation?


Oct 10, 2021
Yufei Wu, Mahmoud Mahfouz, Daniele Magazzeni, Manuela Veloso


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Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification


Sep 25, 2021
Neema Kotonya, Thomas Spooner, Daniele Magazzeni, Francesca Toni

* FEVER @ EMNLP2021 

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