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Affinity Workshop
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Explaining black-box models in natural language through fuzzy linguistic summaries - Bipolar Disorder case study
Olga Kaminska · Katarzyna Kaczmarek-Majer
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Poster
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Thu 14:00
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Self-Supervised Learning of Brain Dynamics from Broad Neuroimaging Data
Armin Thomas · Christopher Ré · Russell Poldrack
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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 9:00
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Explainability Via Causal Self-Talk
Nicholas Roy · Junkyung Kim · Neil Rabinowitz
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Poster
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Wed 14:00
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-ReQ : Assessing Representation Quality in Self-Supervised Learning by measuring eigenspectrum decay
Kumar K Agrawal · Arnab Kumar Mondal · Arna Ghosh · Blake Richards
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Affinity Workshop
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Explaining Predictive Uncertainty by Looking Back at Model Explanations
Hanjie Chen · Wanyu Du · Yangfeng Ji
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Poster
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Tue 14:00
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Toward a realistic model of speech processing in the brain with self-supervised learning
Juliette MILLET · Charlotte Caucheteux · pierre orhan · Yves Boubenec · Alexandre Gramfort · Ewan Dunbar · Christophe Pallier · Jean-Remi King
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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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Fri 14:45
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Contributed Talk: TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations
Dylan Slack · Satyapriya Krishna · Himabindu Lakkaraju · Sameer Singh
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Poster
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Thu 14:00
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Where do Models go Wrong? Parameter-Space Saliency Maps for Explainability
Roman Levin · Manli Shu · Eitan Borgnia · Furong Huang · Micah Goldblum · Tom Goldstein
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Poster
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Thu 9:00
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Nocturne: a scalable driving benchmark for bringing multi-agent learning one step closer to the real world
Eugene Vinitsky · Nathan Lichtlé · Xiaomeng Yang · Brandon Amos · Jakob Foerster
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Poster
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Wed 14:00
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OpenXAI: Towards a Transparent Evaluation of Model Explanations
Chirag Agarwal · Satyapriya Krishna · Eshika Saxena · Martin Pawelczyk · Nari Johnson · Isha Puri · Marinka Zitnik · Himabindu Lakkaraju
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