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Muse: Text-To-Image Generation via Masked Generative Transformers


Jan 02, 2023
Huiwen Chang, Han Zhang, Jarred Barber, AJ Maschinot, Jose Lezama, Lu Jiang, Ming-Hsuan Yang, Kevin Murphy, William T. Freeman, Michael Rubinstein, Yuanzhen Li, Dilip Krishnan

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Beyond Invariance: Test-Time Label-Shift Adaptation for Distributions with "Spurious" Correlations


Nov 28, 2022
Qingyao Sun, Kevin Murphy, Sayna Ebrahimi, Alexander D'Amour

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* 16 pages, 8 figures 

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Language Model Cascades


Jul 28, 2022
David Dohan, Winnie Xu, Aitor Lewkowycz, Jacob Austin, David Bieber, Raphael Gontijo Lopes, Yuhuai Wu, Henryk Michalewski, Rif A. Saurous, Jascha Sohl-dickstein, Kevin Murphy, Charles Sutton

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* Presented as spotlight at the Beyond Bases workshop at ICML 2022 (https://beyond-bayes.github.io

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Plex: Towards Reliability using Pretrained Large Model Extensions


Jul 15, 2022
Dustin Tran, Jeremiah Liu, Michael W. Dusenberry, Du Phan, Mark Collier, Jie Ren, Kehang Han, Zi Wang, Zelda Mariet, Huiyi Hu, Neil Band, Tim G. J. Rudner, Karan Singhal, Zachary Nado, Joost van Amersfoort, Andreas Kirsch, Rodolphe Jenatton, Nithum Thain, Honglin Yuan, Kelly Buchanan, Kevin Murphy, D. Sculley, Yarin Gal, Zoubin Ghahramani, Jasper Snoek, Balaji Lakshminarayanan

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* Code available at https://goo.gle/plex-code 

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Hands-free Telelocomotion of a Wheeled Humanoid toward Dynamic Mobile Manipulation via Teleoperation


Mar 07, 2022
Amartya Purushottam, Yeongtae Jung, Kevin Murphy, Donghoon Baek, Joao Ramos

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Efficient Online Bayesian Inference for Neural Bandits


Dec 01, 2021
Gerardo Duran-Martin, Aleyna Kara, Kevin Murphy

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Uncertainty Baselines: Benchmarks for Uncertainty & Robustness in Deep Learning


Jun 07, 2021
Zachary Nado, Neil Band, Mark Collier, Josip Djolonga, Michael W. Dusenberry, Sebastian Farquhar, Angelos Filos, Marton Havasi, Rodolphe Jenatton, Ghassen Jerfel, Jeremiah Liu, Zelda Mariet, Jeremy Nixon, Shreyas Padhy, Jie Ren, Tim G. J. Rudner, Yeming Wen, Florian Wenzel, Kevin Murphy, D. Sculley, Balaji Lakshminarayanan, Jasper Snoek, Yarin Gal, Dustin Tran

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Risk score learning for COVID-19 contact tracing apps


Apr 17, 2021
Kevin Murphy, Abhishek Kumar, Stelios Serghiou

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* 13 pages, 7 figures 

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HOPPY: An Open-source Kit for Education with Dynamic Legged Robots


Mar 15, 2021
Joao Ramos, Yanran Ding, Young-woo Sim, Kevin Murphy, Daniel Block

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* arXiv admin note: substantial text overlap with arXiv:2010.14580 

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