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110 Results
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Poster
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Thu 9:00 |
Is this the Right Neighborhood? Accurate and Query Efficient Model Agnostic Explanations Amit Dhurandhar · Karthikeyan Natesan Ramamurthy · Karthikeyan Shanmugam |
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Poster
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Thu 14:00 |
Explainable Reinforcement Learning via Model Transforms Mira Finkelstein · Nitsan levy · Lucy Liu · Yoav Kolumbus · David Parkes · Jeffrey S Rosenschein · Sarah Keren |
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Poster
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Tue 9:00 |
GlanceNets: Interpretable, Leak-proof Concept-based Models Emanuele Marconato · Andrea Passerini · Stefano Teso |
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Poster
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Wed 9:00 |
On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach Dennis Wei · Rahul Nair · Amit Dhurandhar · Kush Varshney · Elizabeth Daly · Moninder Singh |
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Poster
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Thu 14:00 |
CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior Eldar D Abraham · Karel D'Oosterlinck · Amir Feder · Yair Gat · Atticus Geiger · Christopher Potts · Roi Reichart · Zhengxuan Wu |
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Poster
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Tue 9:00 |
What I Cannot Predict, I Do Not Understand: A Human-Centered Evaluation Framework for Explainability Methods Julien Colin · Thomas FEL · Remi Cadene · Thomas Serre |
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Poster
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Tue 14:00 |
CLEAR: Generative Counterfactual Explanations on Graphs Jing Ma · Ruocheng Guo · Saumitra Mishra · Aidong Zhang · Jundong Li |
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Poster
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Wed 9:00 |
Robust Feature-Level Adversaries are Interpretability Tools Stephen Casper · Max Nadeau · Dylan Hadfield-Menell · Gabriel Kreiman |
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Poster
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Tue 14:00 |
Consistent Sufficient Explanations and Minimal Local Rules for explaining the decision of any classifier or regressor Salim I. Amoukou · Nicolas Brunel |
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Poster
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Tue 9:00 |
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu · Swaroop Mishra · Tanglin Xia · Liang Qiu · Kai-Wei Chang · Song-Chun Zhu · Oyvind Tafjord · Peter Clark · Ashwin Kalyan |
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Poster
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Tue 14:00 |
RKHS-SHAP: Shapley Values for Kernel Methods Siu Lun Chau · Robert Hu · Javier González · Dino Sejdinovic |
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Poster
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Tue 14:00 |
[Re] Explaining in Style: Training a GAN to explain a classifier in StyleSpace Noah van der Vleuten · Tadija Radusinović · Rick Akkerman · Meilina Reksoprodjo |