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List of works by Satinder Singh

A Nonlinear Predictive State Representation ⬇️

scientific article published in January 2004

A Self-Tuning Actor-Critic Algorithm ⬇️

scientific article published in November 2020

A social reinforcement learning agent

scholarly article published 2001

Action-Conditional Video Prediction using Deep Networks in Atari Games ⬇️

An Efficient, Exact Algorithm for Solving Tree-Structured Graphical Games ⬇️

An MDP-Based Approach to Online Mechanism Design ⬇️

scientific article published in January 2004

Analytical Mean Squared Error Curves in Temporal Difference Learning ⬇️

Approximately Efficient Online Mechanism Design ⬇️

scientific article published in January 2005

Artificial intelligence: Learning to play Go from scratch

scientific article published in October 2017

Completing State Representations using Spectral Learning ⬇️

Computational rationality: linking mechanism and behavior through bounded utility maximization

scientific article published on 20 March 2014

Confirming the theoretical structure of expert-developed text messages to improve adherence to anti-hypertensive medications

scientific article published on 3 October 2015

Constraint satisfaction algorithms for graphical games

scholarly article published 2007

Convergence of Stochastic Iterative Dynamic Programming Algorithms ⬇️

scientific article published in January 1994

Deep Learning for Real-Time Atari Game Play Using Offline Monte-Carlo Tree Search Planning ⬇️

scientific article published in January 2014

Discovering Reinforcement Learning Algorithms ⬇️

scientific article published in November 2020

Discovery of Useful Questions as Auxiliary Tasks ⬇️

ECOLOGICALLY VALID LONG-TERM MOOD MONITORING OF INDIVIDUALS WITH BIPOLAR DISORDER USING SPEECH.

scientific article

Experimental Results on Learning Stochastic Memoryless Policies for Partially Observable Markov Decision Processes ⬇️

Finite-Sample Convergence Rates for Q-Learning and Indirect Algorithms ⬇️

scholarly article by Michael J. Kearns & Satinder Singh published 1999 in Advances in Neural Information Processing Systems 11

Hindsight Credit Assignment ⬇️

How to Dynamically Merge Markov Decision Processes ⬇️

scientific article published in January 1998

Improved Switching among Temporally Abstract Actions ⬇️

Improving Policies without Measuring Merits ⬇️

scientific article published in January 1996

Intrinsically Motivated Reinforcement Learning ⬇️

scientific article published in January 2005

Learning and discovery of predictive state representations in dynamical systems with reset

scientific article (publication date: 2004)

Learning payoff functions in infinite games

Learning to Play No-Press Diplomacy with Best Response Policy Iteration ⬇️

Linking Context to Evaluation in the Design of Safety Critical Interfaces

Mastering the game of Stratego with model-free multiagent reinforcement learning

scientific article published on 2 December 2022

Maximizing the value of mobile health monitoring by avoiding redundant patient reports: prediction of depression-related symptoms and adherence problems in automated health assessment services

scientific article published on 05 July 2013

Meta-Gradient Reinforcement Learning with an Objective Discovered Online ⬇️

scientific article published in November 2020

Modeling Information Diffusion in Networks with Unobserved Links

No-Press Diplomacy: Modeling Multi-Agent Gameplay ⬇️

Off-policy Learning with Options and Recognizers ⬇️

scientific article published in January 2006

On Efficiency in Hierarchical Reinforcement Learning ⬇️

scientific article published in November 2020

On Learning Intrinsic Rewards for Policy Gradient Methods ⬇️

Optimizing Admission Control while Ensuring Quality of Service in Multimedia Networks via Reinforcement Learning ⬇️

scholarly article by Timothy X. Brown et al published 1999 in Advances in Neural Information Processing Systems 11

Patient-Centered Pain Care Using Artificial Intelligence and Mobile Health Tools: Protocol for a Randomized Study Funded by the US Department of Veterans Affairs Health Services Research and Development Program.

scientific article published on 7 April 2016

Policy Gradient Methods for Reinforcement Learning with Function Approximation ⬇️

scholarly article by Richard S. Sutton et al published 2000 in Advances in Neural Information Processing Systems 12

Predicting Lifetimes in Dynamically Allocated Memory ⬇️

Reinforcement Learning Algorithm for Partially Observable Markov Decision Problems ⬇️

scientific article published in January 1995

Reinforcement Learning for Dynamic Channel Allocation in Cellular Telephone Systems ⬇️

scholarly article by Satinder Singh & Dimitri P. Bertsekas published 1997 in Advances in Neural Information Processing Systems 9

Reinforcement Learning for Spoken Dialogue Systems ⬇️

scholarly article by Satinder Singh et al published 2000 in Advances in Neural Information Processing Systems 12

Reinforcement Learning with Soft State Aggregation ⬇️

scientific article published in January 1995

Repeated Inverse Reinforcement Learning ⬇️

scientific article published in January 2017

Reward Design via Online Gradient Ascent ⬇️

article published in 2010

Reward Mapping for Transfer in Long-Lived Agents ⬇️

Robust Reinforcement Learning in Motion Planning ⬇️

scientific article published in January 1994

Simple Local Models for Complex Dynamical Systems ⬇️

article by Erik Talvitie & Satinder Singh published 2009 in Advances in Neural Information Processing Systems 21

Strategic Interactions in the TAC 2003 Supply Chain Tournament

The Efficient Learning of Multiple Task Sequences ⬇️

scientific article published in January 1992

The Value Equivalence Principle for Model-Based Reinforcement Learning ⬇️

scientific article published in November 2020

The adaptive nature of eye movements in linguistic tasks: how payoff and architecture shape speed-accuracy trade-offs

scientific article

The potential impact of intelligent systems for mobile health self-management support: Monte Carlo simulations of text message support for medication adherence

scientific article

Utility maximization and bounds on human information processing

scientific article published on 20 March 2014

Value Prediction Network ⬇️

scientific article published in January 2017

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