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Gathering Strength, Gathering Storms: The One Hundred Year Study on Artificial Intelligence (AI100) 2021 Study Panel Report


Oct 27, 2022
Michael L. Littman, Ifeoma Ajunwa, Guy Berger, Craig Boutilier, Morgan Currie, Finale Doshi-Velez, Gillian Hadfield, Michael C. Horowitz, Charles Isbell, Hiroaki Kitano, Karen Levy, Terah Lyons, Melanie Mitchell, Julie Shah, Steven Sloman, Shannon Vallor, Toby Walsh

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* 82 pages, https://ai100.stanford.edu/gathering-strength-gathering-storms-one-hundred-year-study-artificial-intelligence-ai100-2021-study 

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Hard Attention Control By Mutual Information Maximization


Mar 10, 2021
Himanshu Sahni, Charles Isbell

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A Bayesian Framework for Nash Equilibrium Inference in Human-Robot Parallel Play


Jun 10, 2020
Shray Bansal, Jin Xu, Ayanna Howard, Charles Isbell

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* Accepted at Robotics: Science and Systems (RSS) 2020 

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Supportive Actions for Manipulation in Human-Robot Coworker Teams


May 02, 2020
Shray Bansal, Rhys Newbury, Wesley Chan, Akansel Cosgun, Aimee Allen, Dana Kulić, Tom Drummond, Charles Isbell

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Estimating Q(s,s') with Deep Deterministic Dynamics Gradients


Feb 21, 2020
Ashley D. Edwards, Himanshu Sahni, Rosanne Liu, Jane Hung, Ankit Jain, Rui Wang, Adrien Ecoffet, Thomas Miconi, Charles Isbell, Jason Yosinski

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Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement Learning


Feb 15, 2020
Yannick Schroecker, Charles Isbell

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Learning to Compose Skills


Nov 30, 2017
Himanshu Sahni, Saurabh Kumar, Farhan Tejani, Charles Isbell

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* Presented at NIPS 2017 Deep RL Symposium 

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State Space Decomposition and Subgoal Creation for Transfer in Deep Reinforcement Learning


May 24, 2017
Himanshu Sahni, Saurabh Kumar, Farhan Tejani, Yannick Schroecker, Charles Isbell

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* 5 pages, 6 figures; 3rd Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2017), Ann Arbor, Michigan 

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Environment-Independent Task Specifications via GLTL


Apr 14, 2017
Michael L. Littman, Ufuk Topcu, Jie Fu, Charles Isbell, Min Wen, James MacGlashan

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Perceptual Reward Functions


Aug 12, 2016
Ashley Edwards, Charles Isbell, Atsuo Takanishi

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* Deep Reinforcement Learning: Frontiers and Challenges Workshop, IJCAI 2016 

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