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A Brief Guide to Designing and Evaluating Human-Centered Interactive Machine Learning
Kory W Mathewson, Patrick M Pilarski
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Assessing human interaction in virtual reality with continually learning prediction agents based on reinforcement learning algorithms: A pilot study
Dylan JA Brenneis, Adam S Parker, Michael Bradley Johanson, Andrew Butcher, Elnaz Davoodi, Leslie Acker, Matthew M Botvinick, Joseph Modayil, Adam White, Patrick M Pilarski
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Communication Emergence in a Goal-Oriented Environment: Towards Situated Communication in Multi-Step Interactions
Aleksandra Kalinowska, Elnaz Davoodi, Kory W Mathewson, Todd D Murphey, Patrick M Pilarski
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Composite Recurrent Convolutional Neural Networks Offer a Position-Aware Prosthesis Control Alternative While Balancing Predictive Accuracy with Training Burden
Heather E Williams, Johannes Günther, Jacqueline S Hebert, Patrick M Pilarski, Ahmed W Shehata
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Machine-learned Adaptive Switching in Voluntary Lower-limb Exoskeleton Control: Preliminary Results
Pouria Faridi, Javad K Mehr, Don Wilson, Mojtaba Sharifi, Mahdi Tavakoli, Patrick M Pilarski, Vivian K Mushahwar
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Pavlovian Signalling with General Value Functions in Agent-Agent Temporal Decision Making
Andrew Butcher, Michael Bradley Johanson, Elnaz Davoodi, Dylan JA Brenneis, Leslie Acker, Adam SR Parker, Adam White, Joseph Modayil, Patrick M Pilarski
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Prototyping three key properties of specific curiosity in computational reinforcement learning
Nadia M Ady, Roshan Shariff, Johannes Günther, Patrick M Pilarski
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Situated communication: A solution to over-communication between artificial agents
Aleksandra Kalinowska, Elnaz Davoodi, Florian Strub, Kory Mathewson, Todd Murphey, Patrick Pilarski
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Towards situated communication in multi-step interactions: Time is a key pressure in communication emergence
Aleksandra Kalinowska, Elnaz Davoodi, Kory W Mathewson, Todd Murphey, Patrick M Pilarski
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What Should I Know? Using Meta-gradient Descent for Predictive Feature Discovery in a Single Stream of Experience
Alexandra Kearney, Anna Koop, Johannes Günther, Patrick M Pilarski
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