Cooperation and Reputation Dynamics with Reinforcement Learning
Published in Autonomous Agents and Multi-Agent Systems (AAMAS), 2021
How reputation dynamics can promote cooperation using q-learning
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Publications
Partner Selection for the Emergence of Cooperation in Multi-Agent Systems Using Reinforcement Learning
Published in Association for the Advancements in Artificial Intelligence (AAAI), 2019
Investigating the emergence of cooperation in multi-agent reinforcement learning systems using partner selection.
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Towards Decentralized Reinforcement Learning Architectures for Social Dilemmas
Published in Autonomous Agents and Multi-Agent Systems (AAMAS), 2019
Extended Abstract: Understanding the difficulties with decentralized reinforcement learning and potential solutions.
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Bayesian Inference with Anchored Ensembles of Neural Networks, and Application to Exploration in Reinforcement Learning
Published in ICML Workshop, 2018
Applying neural network ensembles for uncertainty quantification in reinforcement learning.
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Identifying Objects in an Image
Published in United States patent application., 2017
IBM patent for object classification in an image using saliency algorithm and location identification.
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