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Poster
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Thu 14:00 |
ProtoVAE: A Trustworthy Self-Explainable Prototypical Variational Model Srishti Gautam · Ahcène Boubekki · Stine Hansen · Suaiba Salahuddin · Robert Jenssen · Marina Höhne · Michael Kampffmeyer |
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Poster
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Wed 9:00 |
Self-Explaining Deviations for Coordination Hengyuan Hu · Samuel Sokota · David Wu · Anton Bakhtin · Andrei Lupu · Brandon Cui · Jakob Foerster |
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Poster
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Thu 14:00 |
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off Mateo Espinosa Zarlenga · Pietro Barbiero · Gabriele Ciravegna · Giuseppe Marra · Francesco Giannini · Michelangelo Diligenti · Zohreh Shams · Frederic Precioso · Stefano Melacci · Adrian Weller · Pietro Lió · Mateja Jamnik |
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Poster
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Tue 9:00 |
Self-explaining deep models with logic rule reasoning Seungeon Lee · Xiting Wang · Sungwon Han · Xiaoyuan Yi · Xing Xie · Meeyoung Cha |
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Workshop
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COVID-Net Biochem: An Explainability-driven Framework to Building Machine Learning Models for Predicting Survival and Kidney Injury of COVID-19 Patients from Clinical and Biochemistry Data Hossein Aboutalebi · Maya Pavlova · Mohammad Javad Shafiee · Adrian Florea · Andrew Hryniowski · Alexander Wong |
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Workshop
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Beyond Decision Recommendations: Stop Putting Machine Learning First and Design Human-Centered AI for Decision Support Zana Bucinca · Alexandra Chouldechova · Jennifer Wortman Vaughan · Krzysztof Z Gajos |
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Workshop
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Explainable Multi-Agent Recommendation System for Energy-Efficient Decision Support in Smart Homes Alona Zharova · Annika Boer · Julia Knoblauch · Kai Schewina · Jana Vihs |
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Workshop
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Trajectory-based Explainability Framework for Offline RL Shripad Deshmukh · Arpan Dasgupta · Chirag Agarwal · Nan Jiang · Balaji Krishnamurthy · Georgios Theocharous · Jayakumar Subramanian |
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Workshop
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Fri 11:45 |
Post-Hoc Attribute-Based Explanations for Recommender Systems Sahil Verma · Anurag Beniwal · Narayanan Sadagopan · Arjun Seshadri |
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Workshop
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Explainable Representations of Human Interaction: Engagement Recognition model with Video Augmentation Yubin Kim · Hae Park · Sharifa Alghowinem |
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Workshop
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Towards Better User Requirements: How to Involve Human Participants in XAI Research Thu Nguyen · Jichen Zhu |
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Workshop
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Machine Learning Explainability from an Information-theoretic Perspective Debargha Ganguly · Debayan Gupta |