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<b>A Scalable and Parallelizable Digital Twin Framework for Sustainable Sim2Real Transition of Multi-Agent Reinforcement Learning Systems</b>
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<b>Mixed-Reality Digital Twins: Leveraging the Physical and Virtual Worlds for Hybrid Sim2Real Transition of Multi-Agent Reinforcement Learning Policies</b>
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</a>
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<br/>
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Chinmay Vilas Samak, Tanmay Vilas Samak, and Venkat Narayan Krovi
author={Samak, Chinmay and Samak, Tanmay and Krovi, Venkat},
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journal={IEEE Robotics and Automation Letters},
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title={Mixed-Reality Digital Twins: Leveraging the Physical and Virtual Worlds for Hybrid Sim2Real Transition of Multi-Agent Reinforcement Learning Policies},
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year={2025},
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volume={},
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number={},
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pages={1-8},
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doi={10.1109/LRA.2025.3592085}
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}
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```
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!!! abstract ""
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<ahref="https://arxiv.org/abs/2505.12661"><imgclass="research-artifact"src="/../assets/images/research/DTs in Cloud - IDETC-CIE 2025.png"></a>
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<ahref="https://arxiv.org/abs/2505.12661">
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<b>Digital Twins in the Cloud: A Modular, Scalable and Interoperable Framework for Accelerating Verification and Validation of Autonomous Driving Solutions</b>
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</a>
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<br/>
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Tanmay Vilas Samak, Chinmay Vilas Samak, Giovanni Martino, Pranav Nair, and Venkat Narayan Krovi
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<br/>
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<ahref="https://arxiv.org/abs/2505.12661">
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<i>ASME International Design Engineering Technical Conferences & Computers and Information in Engineering Conference (IDETC-CIE)</i>
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</a>
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<br/>
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<i>2025</i>
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??? quote "Citation"
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```bibtex
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@misc{DTs-in-Cloud-2025,
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author = {Tanmay Vilas Samak and Chinmay Vilas Samak and Giovanni Martino and Pranav Nair and Venkat Krovi},
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title = {Digital Twins in the Cloud: A Modular, Scalable and Interoperable Framework for Accelerating Verification and Validation of Autonomous Driving Solutions},
<b>A Systematic Digital Engineering Approach to Verification & Validation of Autonomous Ground Vehicles in Off-Road Environments</b>
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</a>
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<br/>
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Tanmay Vilas Samak, Chinmay Vilas Samak, Julia Brault, Cori Harber, Kirsten McCane, Jonathon Smereka, Mark Brudnak, David Gorsich, and Venkat Narayan Krovi
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<br/>
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<ahref="https://arxiv.org/abs/2503.13787">
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<i>Modeling, Estimation and Control Conference (MECC)</i>
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</a>
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<br/>
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<i>2025</i>
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??? quote "Citation"
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```bibtex
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@misc{Digital-Engineering-2025,
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author = {Tanmay Vilas Samak and Chinmay Vilas Samak and Julia Brault and Cori Harber and Kirsten McCane and Jonathon Smereka and Mark Brudnak and David Gorsich and Venkat Krovi},
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title = {A Systematic Digital Engineering Approach to Verification & Validation of Autonomous Ground Vehicles in Off-Road Environments},
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