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Workshop
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Data-heterogeneity-aware Mixing for Decentralized Learning
Yatin Dandi · Anastasiia Koloskova · Martin Jaggi · Sebastian Stich
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Poster
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Tue 14:00
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Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data
Nabeel Seedat · Jonathan Crabbé · Ioana Bica · Mihaela van der Schaar
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Poster
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Tue 9:00
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Subspace Recovery from Heterogeneous Data with Non-isotropic Noise
John Duchi · Vitaly Feldman · Lunjia Hu · Kunal Talwar
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Workshop
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Fri 6:57
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Asynchronous Optimization: Delays, Stability, and the Impact of Data Heterogeneity
Konstantin Mishchenko
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Poster
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Tue 14:00
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Gaussian Copula Embeddings
Chien Lu · Jaakko Peltonen
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Workshop
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Preserving privacy with PATE for heterogeneous data
Akshay Dodwadmath · Sebastian Stich
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Workshop
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Fri 7:15
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Asynchronous Optimization: Delays, Stability, and the Impact of Data Heterogeneity - Q&A
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Poster
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Wed 14:00
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Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis
Ronan Perry · Julius von Kügelgen · Bernhard Schölkopf
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Poster
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Thu 14:00
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Mean Estimation with User-level Privacy under Data Heterogeneity
Rachel Cummings · Vitaly Feldman · Audra McMillan · Kunal Talwar
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Workshop
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Fri 13:48
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On the Unreasonable Effectiveness of Federated Averaging with Heterogenous Data - Q&A
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Workshop
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Fri 15:48
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Sample-Specific Contextualized Graphical Models Using Clinical and Molecular Data Reveal Transcriptional Network Heterogeneity Across 7000 Tumors
Caleb Ellington · Ben Lengerich · Thomas Watkins · Jiekun Yang · Manolis Kellis · Eric Xing
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Workshop
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Fri 13:30
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On the Unreasonable Effectiveness of Federated Averaging with Heterogenous Data
Jianyu Wang
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