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20212026
most citedA Field Guide to Federated Optimization

167 citations · 428 across the 84 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

stat.ML2022★ 3 cited

Adapting to Latent Subgroup Shifts via Concepts and Proxies

Ibrahim Alabdulmohsin, Nicole Chiou, Alexander D'Amour +7

We address the problem of unsupervised domain adaptation when the source domain differs from the target domain because of a shift in the distribution of a latent subgroup. When thi…

cs.CV2022★ 1 cited

Controllable Radiance Fields for Dynamic Face Synthesis

Peiye Zhuang, Liqian Ma, Oluwasanmi Koyejo +1

Recent work on 3D-aware image synthesis has achieved compelling results using advances in neural rendering. However, 3D-aware synthesis of face dynamics hasn't received much attent…

cs.CY2022

Coordinated Science Laboratory 70th Anniversary Symposium: The Future of Computing

Klara Nahrstedt, Naresh Shanbhag, Vikram Adve +25

In 2021, the Coordinated Science Laboratory CSL, an Interdisciplinary Research Unit at the University of Illinois Urbana-Champaign, hosted the Future of Computing Symposium to cele…

stat.ME2022

Latent Multimodal Functional Graphical Model Estimation

Katherine Tsai, Boxin Zhao, Sanmi Koyejo +1

Joint multimodal functional data acquisition, where functional data from multiple modes are measured simultaneously from the same subject, has emerged as an exciting modern approac…

stat.ML2022★ 2 cited

Fair Wrapping for Black-box Predictions

Alexander Soen, Ibrahim Alabdulmohsin, Sanmi Koyejo +5

We introduce a new family of techniques to post-process ("wrap") a black-box classifier in order to reduce its bias. Our technique builds on the recent analysis of improper loss fu…