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Poster
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Exponential Generalization Bounds with Near-Optimal Rates for Lq-Stable Algorithms
Xiaotong Yuan · Ping Li
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Poster
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Understanding new tasks through the lens of training data via exponential tilting
Subha Maity · Mikhail Yurochkin · Moulinath Banerjee · Yuekai Sun
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Poster
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Sharper Bounds for Uniformly Stable Algorithms with Stationary Mixing Process
Shi Fu · Yunwen Lei · Qiong Cao · Xinmei Tian · Dacheng Tao
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Poster
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Teacher Guided Training: An Efficient Framework for Knowledge Transfer
Manzil Zaheer · Ankit Singh Rawat · Seungyeon Kim · Chong You · Himanshu Jain · Andreas Veit · Rob Fergus · Sanjiv Kumar
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Poster
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Generalization and Estimation Error Bounds for Model-based Neural Networks
Avner Shultzman · Eyar Azar · Miguel Rodrigues · Yonina Eldar
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Poster
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Wed 7:30
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Strong inductive biases provably prevent harmless interpolation
Michael Aerni · Marco Milanta · Konstantin Donhauser · Fanny Yang
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Poster
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Tue 2:30
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Generalization Bounds for Federated Learning: Fast Rates, Unparticipating Clients and Unbounded Losses
Xiaolin Hu · Shaojie Li · Yong Liu
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Poster
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Beyond Lipschitz: Sharp Generalization and Excess Risk Bounds for Full-Batch GD
Konstantinos Nikolakakis · Farzin Haddadpour · Amin Karbasi · Dionysios Kalogerias
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Poster
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Tue 2:30
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Data Valuation Without Training of a Model
Nohyun Ki · Hoyong Choi · Hye Won Chung
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