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110 Results
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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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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 14:00 |
Scalable Interpretability via Polynomials Abhimanyu Dubey · Filip Radenovic · Dhruv Mahajan |
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Poster
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Wed 9:00 |
Distilled Gradient Aggregation: Purify Features for Input Attribution in the Deep Neural Network Giyoung Jeon · Haedong Jeong · Jaesik Choi |
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Expo Talk Panel
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Mon 7:30 |
TIPDAT: ML based Optimization Explainer Manan Chopra · Saurabh Unercat · Brijesh Singhal · Sholeh Forouzan |
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Poster
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Wed 9:00 |
Neural Basis Models for Interpretability Filip Radenovic · Abhimanyu Dubey · Dhruv Mahajan |
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Poster
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Tue 14:00 |
Explain My Surprise: Learning Efficient Long-Term Memory by predicting uncertain outcomes Artyom Sorokin · Nazar Buzun · Leonid Pugachev · Mikhail Burtsev |
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Poster
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Wed 9:00 |
Evaluation beyond Task Performance: Analyzing Concepts in AlphaZero in Hex Charles Lovering · Jessica Forde · George Konidaris · Ellie Pavlick · Michael Littman |
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Poster
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Thu 14:00 |
[Re] Explaining in Style: Training a GAN to explain a classifier in StyleSpace Chase van de Geijn · Victor Kyriacou · Irene Papadopoulou · Vasiliki Vasileiou |