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Rebecca Roelofs

CausalAgents: A Robustness Benchmark for Motion Forecasting using Causal Relationships

Jul 07, 2022
Rebecca Roelofs, Liting Sun, Ben Caine, Khaled S. Refaat, Ben Sapp, Scott Ettinger, Wei Chai

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* Rebecca Roelofs and Liting Sun are equally contributed to the work

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Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time

Mar 10, 2022
Mitchell Wortsman, Gabriel Ilharco, Samir Yitzhak Gadre, Rebecca Roelofs, Raphael Gontijo-Lopes, Ari S. Morcos, Hongseok Namkoong, Ali Farhadi, Yair Carmon, Simon Kornblith, Ludwig Schmidt

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* The last three authors contributed equally

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The Evolution of Out-of-Distribution Robustness Throughout Fine-Tuning

Jun 30, 2021
Anders Andreassen, Yasaman Bahri, Behnam Neyshabur, Rebecca Roelofs

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* 27 pages, 25 figures

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A systematic framework for natural perturbations from videos

Jun 05, 2019
Vaishaal Shankar, Achal Dave, Rebecca Roelofs, Deva Ramanan, Benjamin Recht, Ludwig Schmidt

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* 16 pages, 5 tables, 6 figures. Paper Website: https://modestyachts.github.io/natural-perturbations-website/

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