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Forecasting energy consumption in a mixed-vehicle fleet
Abhishek Dubey, Michael Wilbur, Ayan Mukhopadhyay, Aron Laszka
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NS-Gym: Open-Source Simulation Environments and Benchmarks for Non-Stationary Markov Decision Processes
In many real-world applications, agents must make sequential decisions in environments where conditions are subject to change due to …
Nathaniel S. Keplinger, Baiting Luo, Iliyas Bektas, Yunuo Zhang, Kyle Hollins Wray, Aron Laszka, Abhishek Dubey, Ayan Mukhopadhyay
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Electric vehicle charging control device
Najamuddin Mirza Baig, Liam Pedersen, Xin Yang, Anna Baranskaya, Lance Atkins, Kyle Wray, Abhishek Dubey, Geoffrey Pettet, Ayan Mukhopadhyay, Jose Paolo Talusan, others
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Decision Making in Non-Stationary Environments with Policy-Augmented Search
Sequential decision-making under uncertainty is present in many important problems. Two popular approaches for tackling such problems …
Ava Pettet, Yunuo Zhang, Baiting Luo, Kyle Wray, Hendrik Baier, Aron Laszka, Abhishek Dubey, Ayan Mukhopadhyay
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Enabling MCTS Explainability for Sequential Planning Through Computation Tree Logic
Monte Carlo tree search (MCTS) is one of the most capa- ble online search algorithms for sequential planning tasks, with sig- nificant …
Ziyan An, Hendrik Baier, Abhishek Dubey, Ayan Mukhopadhyay, Meiyi Ma
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Designing Equitable Transit Networks
Public transit is an essential infrastructure enabling access to employment, healthcare, education, and recreational facilities. While …
Sophie Pavia, J. Carlos Martinez Mori, Aryaman Sharma, Philip Pugliese, Abhishek Dubey, Samitha Samaranayake, Ayan Mukhopadhyay
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Designing Equitable Transit Networks
Sophie Pavia, J. Carlos Martinez Mori, Aryaman Sharma, Philip Pugliese, Abhishek Dubey, Samitha Samaranayake, Ayan Mukhopadhyay
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Designing Equitable Transit Networks
Sophie Pavia, J. Carlos Martinez Mori, Aryaman Sharma, Philip Pugliese, Abhishek Dubey, Samitha Samaranayake, Ayan Mukhopadhyay
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Decision Making in Non-Stationary Environments with Policy-Augmented Monte Carlo Tree Search
Decision-making under uncertainty (DMU) is present in many important problems. An open challenge is DMU in non-stationary environments, …
Geoffrey Pettet, Ayan Mukhopadhyay, Abhishek Dubey
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Decision Making in Non-Stationary Environments with Policy-Augmented Monte Carlo Tree Search
Decision-making under uncertainty (DMU) is present in many important problems. An open challenge is DMU in non-stationary environments, …
Geoffrey Pettet, Ayan Mukhopadhyay, Abhishek Dubey
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