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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Posts by Collection
publications
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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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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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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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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talks
Introduction to Multi-Agent Reinforcement Learning
Published:
I gave a talk introducing multi-agent reinforcement learning. The primary focus of this talk was to draw distinctions between single-agent and multi-agent reinforcement learning techniques and emphasize why they are different and its relations to game theory.