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82 Results
Workshop
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Tackling Shortcut Learning in Deep Neural Networks: An Iterative Approach with Interpretable Models Shantanu Ghosh · Ke Yu · Forough Arabshahi · Kayhan Batmanghelich |
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Bridging the Gap: From Post Hoc Explanations to Inherently Interpretable Models for Medical Imaging Shantanu Ghosh · Ke Yu · Forough Arabshahi · Kayhan Batmanghelich |
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Is Task-Agnostic Explainable AI a Myth? Alicja Chaszczewicz |
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Curve your Enthusiasm: Concurvity Regularization in Differentiable Generalized Additive Models Julien Siems · Konstantin Ditschuneit · Winfried Ripken · Alma Lindborg · Maximilian Schambach · Johannes Otterbach · Martin Genzel |
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Fri 18:20 |
Interpreting Robustness Proofs of Deep Neural Networks Debangshu Banerjee · Avaljot Singh · Gagandeep Singh |
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Automated Detection of Interpretable Causal Inference Opportunities: Regression Discontinuity Subgroup Discovery Tong Liu · Patrick Lawlor · Lyle Ungar · Konrad Kording · Rahul Ladhania |
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Interpreting Differentiable Latent States for Healthcare Time-series Data Yu Chen · Nivedita Bijlani · Samaneh Kouchaki · Payam Barnaghi |
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Participatory Personalization in Classification Hailey Joren · Chirag Nagpal · Katherine Heller · Berk Ustun |
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Fri 17:25 |
Deceptive Alignment Monitoring Andres Carranza · Dhruv Pai · Rylan Schaeffer · Arnuv Tandon · Sanmi Koyejo |
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Discovering Variable Binding Circuitry with Desiderata Xander Davies · Max Nadeau · Nikhil Prakash · Tamar Shaham · David Bau |
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(Un)interpretability of Transformers: a case study with Dyck grammars Kaiyue Wen · Yuchen Li · Bingbin Liu · Andrej Risteski |
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Workshop
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Sat 12:40 |
Genomic Interpreter: A Hierarchical Genomic Deep Neural Network with 1D Shifted Window Transformer William Beardall · Zehui Li |