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Workshop
Multiscale Feature Attribution for Outliers
Jeff Shen · Peter Melchior
Workshop
Stability Guarantees for Feature Attributions with Multiplicative Smoothing
Anton Xue · Rajeev Alur · Eric Wong
Poster
Tue 8:45 Stability Guarantees for Feature Attributions with Multiplicative Smoothing
Anton Xue · Rajeev Alur · Eric Wong
Workshop
Sum-of-Parts Models: Faithful Attributions for Groups of Features
Weiqiu You · Helen Qu · Marco Gatti · Bhuvnesh Jain · Eric Wong
Poster
Wed 15:00 On the Robustness of Removal-Based Feature Attributions
Chris Lin · Ian Covert · Su-In Lee
Poster
Thu 8:45 Discriminative Feature Attributions: Bridging Post Hoc Explainability and Inherent Interpretability
Usha Bhalla · Suraj Srinivas · Himabindu Lakkaraju
Workshop
Shapley Interactions for Complex Feature Attribution
Divyansh Singhvi · Andrej Erkelens · Raghav Jain · Diganta Misra · Naomi Saphra
Workshop
Identifying regularization schemes that make the feature attributions faithful
Julius Adebayo · Samuel Stanton · Simon Kelow · Michael Maser · Richard Bonneau · Vladimir Gligorijevic · Kyunghyun Cho · Stephen Ra · Nathan Frey
Workshop
Sat 12:01 AttributionLab: Faithfulness of Feature Attribution Under Controllable Environments
Yang Zhang · Yawei Li · Hannah Brown · Mina Rezaei · Bernd Bischl · Philip Torr · Ashkan Khakzar · Kenji Kawaguchi
Poster
Thu 15:00 M4: A Unified XAI Benchmark for Faithfulness Evaluation of Feature Attribution Methods across Metrics, Modalities and Models
Xuhong Li · Mengnan Du · Jiamin Chen · Yekun Chai · Himabindu Lakkaraju · Haoyi Xiong