Workshop Programme
Explainable Artificial Intelligence in Finance Workshop
Monday, November 27th, 2023 (EST)
Registration 12:30-13:00
13:00 – 13:05
Kick-off for XAI in Finance Workshop
Francesca Toni
13:05 – 13:45
Invited Talk: Responsible AI's Causal Turn
Speaker: Zachary Chase Lipton
Chair: Jundong Li
13:45 – 14:25
Invited Talk: Towards Human-Compatible Explainable AI
Speaker: Vera Liao
Chair: Saumitra Misha
Coffee Break 14:25 – 14:40
14:40 – 15:10
Chair: Saumitra Misha
Talks:
Joshua Rosaler and Dhagash Mehta. "Towards Enhanced Local Explainability of Random Forests: a Proximity-Based Approach"
Nelson Rayl and Nitish Sinha. "Tradeoffs Between Prediction and Attribution: A Model Comparison in the Domain of Financial News"
George Adamopoulos. "Exploring Applications of Mechanistic Interpretability for Neural Network Based Trading Models"
Pallavi Bagga and Kostas Stathis. "Towards Explainable Strategy Templates using NLP Transformers"
Junqi Jiang, Antonio Rago, Francesco Leofante and Francesca Toni. "The Recourse Problem under Model Multiplicity"
15:10 – 15:50
Invited Talk: Explainable AI is dead! Long live Explainable AI!
Speaker: Tim Miller
Chair: Sanghamitra Dutta
15:50 - 16:25
Chair: Fabrizio Russo
Talks
Samantha Visbeek, Erman Acar and Floris Den Hengst. "Explainable Fraud Detection with Deep Symbolic Classification"
Sikha Pentyala, Shubham Sharma, Sanjay Kariyappa, Freddy Lecue and Daniele Magazzeni. "Privacy-Preserving Algorithmic Recourse"
Haochen Wu, Shubham Sharma, Sunandita Patra and Sriram Gopalakrishnan. "SafeAR: Towards Safer Algorithmic Recourse by Risk-Aware Policies"
16:25 – 17:00
Panelists: Kristijonas Čyras & Natraj Raman
Moderator: Francesca Toni
17:00 – 17:05
Concluding Remarks
Francesca Toni