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Neural Active Learning with Performance Guarantees

Jun 06, 2021
Pranjal Awasthi, Christoph Dann, Claudio Gentile, Ayush Sekhari, Zhilei Wang

* 30 pages 

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Regret Bound Balancing and Elimination for Model Selection in Bandits and RL

Dec 24, 2020
Aldo Pacchiano, Christoph Dann, Claudio Gentile, Peter Bartlett

* 57 pages 

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Reinforcement Learning with Feedback Graphs

May 07, 2020
Christoph Dann, Yishay Mansour, Mehryar Mohri, Ayush Sekhari, Karthik Sridharan

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Being Optimistic to Be Conservative: Quickly Learning a CVaR Policy

Nov 05, 2019
Ramtin Keramati, Christoph Dann, Alex Tamkin, Emma Brunskill

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Policy Certificates: Towards Accountable Reinforcement Learning

Nov 07, 2018
Christoph Dann, Lihong Li, Wei Wei, Emma Brunskill

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On Oracle-Efficient PAC RL with Rich Observations

Oct 31, 2018
Christoph Dann, Nan Jiang, Akshay Krishnamurthy, Alekh Agarwal, John Langford, Robert E. Schapire

* appearing at NIPS 18; full paper including appendix 

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Unifying PAC and Regret: Uniform PAC Bounds for Episodic Reinforcement Learning

Jan 02, 2018
Christoph Dann, Tor Lattimore, Emma Brunskill

* appears in Neural Information Processing Systems 2017 

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Decoupling Learning Rules from Representations

Jun 09, 2017
Philip S. Thomas, Christoph Dann, Emma Brunskill

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Sample Efficient Policy Search for Optimal Stopping Domains

May 24, 2017
Karan Goel, Christoph Dann, Emma Brunskill

* To appear in IJCAI-2017 

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Memory Lens: How Much Memory Does an Agent Use?

Nov 21, 2016
Christoph Dann, Katja Hofmann, Sebastian Nowozin

* Presented at NIPS 2016 Workshop on Interpretable Machine Learning in Complex Systems 

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Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning

May 11, 2016
Christoph Dann, Emma Brunskill

* 28 pages, appeared in Neural Information Processing Systems (NIPS) 2015, updated version with fixed typos and modified Lemma 1 and Lemma C.5 

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The Human Kernel

Dec 03, 2015
Andrew Gordon Wilson, Christoph Dann, Christopher G. Lucas, Eric P. Xing

* 11 pages, 5 figures. To appear in Neural Information Processing Systems (NIPS) 2015. Version 2: Figure 2 (i)-(n) now displays the second set of progressive function learning experiments 

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Thoughts on Massively Scalable Gaussian Processes

Nov 05, 2015
Andrew Gordon Wilson, Christoph Dann, Hannes Nickisch

* 25 pages, 9 figures 

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Bayesian Time-of-Flight for Realtime Shape, Illumination and Albedo

Jul 22, 2015
Amit Adam, Christoph Dann, Omer Yair, Shai Mazor, Sebastian Nowozin

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