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Poster
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Tue 14:00 |
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization Devansh Arpit · Huan Wang · Yingbo Zhou · Caiming Xiong |
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Poster
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Wed 9:00 |
Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare Shengpu Tang · Maggie Makar · Michael Sjoding · Finale Doshi-Velez · Jenna Wiens |
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Poster
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Tue 14:00 |
A Regret-Variance Trade-Off in Online Learning Dirk van der Hoeven · Nikita Zhivotovskiy · Nicolò Cesa-Bianchi |
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Workshop
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Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning Sanghwan Kim · Lorenzo Noci · Antonio Orvieto · Thomas Hofmann |
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Poster
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Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning Tomoya Murata · Taiji Suzuki |
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Workshop
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On the Trade-Off between Actionable Explanations and the Right to be Forgotten Martin Pawelczyk · Tobias Leemann · Asia Biega · Gjergji Kasneci |
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Poster
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Wed 9:00 |
Trade-off between Payoff and Model Rewards in Shapley-Fair Collaborative Machine Learning Quoc Phong Nguyen · Bryan Kian Hsiang Low · Patrick Jaillet |
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Poster
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Tue 14:00 |
Pushing the limits of fairness impossibility: Who's the fairest of them all? Brian Hsu · Rahul Mazumder · Preetam Nandy · Kinjal Basu |
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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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Wed 9:00 |
Optimal Efficiency-Envy Trade-Off via Optimal Transport Steven Yin · Christian Kroer |
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Poster
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Wed 14:00 |
The Franz-Parisi Criterion and Computational Trade-offs in High Dimensional Statistics Afonso S Bandeira · Ahmed El Alaoui · Samuel Hopkins · Tselil Schramm · Alexander S Wein · Ilias Zadik |
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Poster
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Thu 14:00 |
The trade-offs of model size in large recommendation models : 100GB to 10MB Criteo-tb DLRM model Aditya Desai · Anshumali Shrivastava |