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Prioritized Training on Points that are Learnable, Worth Learning, and Not Yet Learnt


Jun 16, 2022
Sören Mindermann , Jan Brauner , Muhammed Razzak , Mrinank Sharma , Andreas Kirsch , Winnie Xu , Benedikt Höltgen , Aidan N. Gomez , Adrien Morisot , Sebastian Farquhar , Yarin Gal

* ICML 2022 (Follow up to arXiv:2107.02565) 

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Path-Specific Objectives for Safer Agent Incentives


Apr 21, 2022
Sebastian Farquhar , Ryan Carey , Tom Everitt

* Presented at AAAI 2022 

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Prospect Pruning: Finding Trainable Weights at Initialization using Meta-Gradients


Feb 16, 2022
Milad Alizadeh , Shyam A. Tailor , Luisa M Zintgraf , Joost van Amersfoort , Sebastian Farquhar , Nicholas Donald Lane , Yarin Gal


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Active Surrogate Estimators: An Active Learning Approach to Label-Efficient Model Evaluation


Feb 14, 2022
Jannik Kossen , Sebastian Farquhar , Yarin Gal , Tom Rainforth


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Prioritized training on points that are learnable, worth learning, and not yet learned


Jul 06, 2021
Sören Mindermann , Muhammed Razzak , Winnie Xu , Andreas Kirsch , Mrinank Sharma , Adrien Morisot , Aidan N. Gomez , Sebastian Farquhar , Jan Brauner , Yarin Gal

* ICML 2021 Workshop on Subset Selection in Machine Learning 

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A Simple Baseline for Batch Active Learning with Stochastic Acquisition Functions


Jun 22, 2021
Andreas Kirsch , Sebastian Farquhar , Yarin Gal


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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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Active Testing: Sample-Efficient Model Evaluation


Mar 09, 2021
Jannik Kossen , Sebastian Farquhar , Yarin Gal , Tom Rainforth


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On Statistical Bias In Active Learning: How and When To Fix It


Jan 27, 2021
Sebastian Farquhar , Yarin Gal , Tom Rainforth

* Published at ICLR 2021 (Spotlight) 

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Single Shot Structured Pruning Before Training


Jul 01, 2020
Joost van Amersfoort , Milad Alizadeh , Sebastian Farquhar , Nicholas Lane , Yarin Gal


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