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Hidden Incentives for Auto-Induced Distributional Shift

Sep 19, 2020
David Krueger, Tegan Maharaj, Jan Leike


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Quantifying Differences in Reward Functions

Jun 24, 2020
Adam Gleave, Michael Dennis, Shane Legg, Stuart Russell, Jan Leike

* 8 pages main paper, 29 pages total 

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Pitfalls of learning a reward function online

Apr 28, 2020
Stuart Armstrong, Jan Leike, Laurent Orseau, Shane Legg


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Learning Human Objectives by Evaluating Hypothetical Behavior

Dec 05, 2019
Siddharth Reddy, Anca D. Dragan, Sergey Levine, Shane Legg, Jan Leike


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Scaling shared model governance via model splitting

Dec 14, 2018
Miljan Martic, Jan Leike, Andrew Trask, Matteo Hessel, Shane Legg, Pushmeet Kohli

* 9 pages 

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Scalable agent alignment via reward modeling: a research direction

Nov 19, 2018
Jan Leike, David Krueger, Tom Everitt, Miljan Martic, Vishal Maini, Shane Legg


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Reward learning from human preferences and demonstrations in Atari

Nov 15, 2018
Borja Ibarz, Jan Leike, Tobias Pohlen, Geoffrey Irving, Shane Legg, Dario Amodei

* NIPS 2018 

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Learning to Understand Goal Specifications by Modelling Reward

Oct 02, 2018
Dzmitry Bahdanau, Felix Hill, Jan Leike, Edward Hughes, Pushmeet Kohli, Edward Grefenstette

* 18 pages, 8 figures 

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AI Safety Gridworlds

Nov 28, 2017
Jan Leike, Miljan Martic, Victoria Krakovna, Pedro A. Ortega, Tom Everitt, Andrew Lefrancq, Laurent Orseau, Shane Legg


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Deep reinforcement learning from human preferences

Jul 13, 2017
Paul Christiano, Jan Leike, Tom B. Brown, Miljan Martic, Shane Legg, Dario Amodei


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Universal Reinforcement Learning Algorithms: Survey and Experiments

May 30, 2017
John Aslanides, Jan Leike, Marcus Hutter

* 8 pages, 6 figures, Twenty-sixth International Joint Conference on Artificial Intelligence (IJCAI-17) 

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Generalised Discount Functions applied to a Monte-Carlo AImu Implementation

Mar 03, 2017
Sean Lamont, John Aslanides, Jan Leike, Marcus Hutter

* 12 pages, 4 figures 

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Nonparametric General Reinforcement Learning

Nov 28, 2016
Jan Leike

* PhD thesis 

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Exploration Potential

Nov 18, 2016
Jan Leike

* 10 pages, including proofs 

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A Formal Solution to the Grain of Truth Problem

Sep 16, 2016
Jan Leike, Jessica Taylor, Benya Fallenstein

* UAI 2016 

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Thompson Sampling is Asymptotically Optimal in General Environments

Jun 03, 2016
Jan Leike, Tor Lattimore, Laurent Orseau, Marcus Hutter

* UAI 2016 

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Loss Bounds and Time Complexity for Speed Priors

Apr 12, 2016
Daniel Filan, Marcus Hutter, Jan Leike

* AISTATS 2016 

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On the Computability of AIXI

Oct 19, 2015
Jan Leike, Marcus Hutter

* UAI 2015 

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Bad Universal Priors and Notions of Optimality

Oct 16, 2015
Jan Leike, Marcus Hutter

* COLT 2015 

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On the Computability of Solomonoff Induction and Knowledge-Seeking

Jul 15, 2015
Jan Leike, Marcus Hutter

* ALT 2015 

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Solomonoff Induction Violates Nicod's Criterion

Jul 15, 2015
Jan Leike, Marcus Hutter

* ALT 2015 

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Sequential Extensions of Causal and Evidential Decision Theory

Jun 24, 2015
Tom Everitt, Jan Leike, Marcus Hutter

* ADT 2015 

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A Definition of Happiness for Reinforcement Learning Agents

May 18, 2015
Mayank Daswani, Jan Leike

* AGI 2015 

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Indefinitely Oscillating Martingales

Aug 14, 2014
Jan Leike, Marcus Hutter

* ALT 2014, extended technical report 

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