Daniele Magazzeni

1. Robust Counterfactual Explanations for Tree-Based Ensembles
   2022/07/06 by Sanghamitra Dutta, Jason Long, Dutta, Sanghamitra +7 · 10 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
2. Explainable Planning
   2017/09/29 by Maria Fox, Derek Long, Fox, Maria +3 · 8 citations
   Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Formal Methods in Verification #I.2 #I.2.9 #Logic, Reasoning, and Knowledge
3. Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees
   2023/05/19 by Faisal Hamman, Hamman, Faisal, Erfaun Noorani +7 · 11 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare
4. A Survey on the Robustness of Feature Importance and Counterfactual Explanations
   2021/10/30 by Saumitra Mishra, Mishra, Saumitra, Sanghamitra Dutta +5 · 7 citations
   Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Market Dynamics and Volatility #Stock Market Forecasting Methods
5. Towards Providing Explanations for AI Planner Decisions
   2018/10/15 by Rita Borgo, Borgo, Rita, Michael Cashmore +3 · 2 citations
   Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Logic, Reasoning, and Knowledge
6. Counterfactual Explanations for Arbitrary Regression Models
   2021/06/29 by Thomas Spooner, Danial Dervovic, Spooner, Thomas +9 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computational Complexity (cs.CC) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
7. Counterfactual Metarules for Local and Global Recourse
   2024/05/29 by Tom Bewley, Salim I. Amoukou, Bewley, Tom +7 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Mobile Agent-Based Network Management
8. Learn to explain yourself, when you can: Equipping Concept Bottleneck Models with the ability to abstain on their concept predictions
   2022/11/21 by Joshua Lockhart, Lockhart, Joshua, Daniele Magazzeni +3 · 2 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
9. Progressive Inference: Explaining Decoder-Only Sequence Classification Models Using Intermediate Predictions
   2024/06/03 by Sanjay Kariyappa, Freddy Lécué, Kariyappa, Sanjay +9 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Topic Modeling
10. GLOBE-CE: A Translation-Based Approach for Global Counterfactual Explanations
    2023/05/26 by Dan Ley, Saumitra Mishra, Ley, Dan +3 · 2 citations
    Computer Science · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning #Machine Learning in Healthcare
11. Sequential Harmful Shift Detection Without Labels
    2024/12/17 by Salim I. Amoukou, Tom Bewley, Amoukou, Salim I. +9 · 5 citations
    Computer Science · Engineering · #Advanced Control Systems Optimization #Advanced Database Systems and Queries #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
12. Privacy-Preserving Algorithmic Recourse
    2023/11/23 by Sikha Pentyala, Shubham Sharma, Pentyala, Sikha +7 · 2 citations
    Computer Science · Social Sciences · #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
13. Explaining Preference-driven Schedules: the EXPRES Framework
    2022/03/16 by Alberto Pozanco, Pozanco, Alberto, Francesca Mosca +7 · 1 citation
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Scheduling and Timetabling Solutions
14. SHAP@k:Efficient and Probably Approximately Correct (PAC) Identification of Top-k Features
    2023/07/10 by Sanjay Kariyappa, Leonidas Tsepenekas, Kariyappa, Sanjay +5 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms
15. PDDL+ Planning via Constraint Answer Set Programming
    2016/08/31 by Marcello Balduccini, Daniele Magazzeni, Balduccini, Marcello +3 · 1 citation
    Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Logic, Reasoning, and Knowledge #Multi-Agent Systems and Negotiation