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DeformNet: Free-Form Deformation Network for 3D Shape Reconstruction from a...

Andrey Kurenkov, Jingwei Ji, Animesh Garg, Viraj Mehta, JunYoung Gwak, Christopher B. Choy, Silvio Savarese: DeformNet: Free-Form Deformation Network for 3D Shape Reconstruction from a Single Image....

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Learning Task-Oriented Grasping for Tool Manipulation from Simulated...

Kuan Fang, Yuke Zhu, Animesh Garg, Andrey Kurenkov, Viraj Mehta, Li Fei-Fei, Silvio Savarese: Learning Task-Oriented Grasping for Tool Manipulation from Simulated Self-Supervision. CoRR abs/1806.09266...

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DeformNet: Free-Form Deformation Network for 3D Shape Reconstruction from a...

Andrey Kurenkov, Jingwei Ji, Animesh Garg, Viraj Mehta, JunYoung Gwak, Christopher B. Choy, Silvio Savarese: DeformNet: Free-Form Deformation Network for 3D Shape Reconstruction from a Single Image....

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Learning Task-Oriented Grasping for Tool Manipulation from Simulated...

Kuan Fang, Yuke Zhu, Animesh Garg, Andrey Kurenkov, Viraj Mehta, Li Fei-Fei, Silvio Savarese: Learning Task-Oriented Grasping for Tool Manipulation from Simulated Self-Supervision. Robotics: Science...

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Representational aspects of depth and conditioning in normalizing flows.

Frederic Koehler, Viraj Mehta, Andrej Risteski: Representational aspects of depth and conditioning in normalizing flows. CoRR abs/2010.01155 (2020)

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Neural Dynamical Systems: Balancing Structure and Flexibility in Physical...

Viraj Mehta, Ian Char, Willie Neiswanger, Youngseog Chung, Andrew Oakleigh Nelson, Mark D. Boyer, Egemen Kolemen, Jeff Schneider: Neural Dynamical Systems: Balancing Structure and Flexibility in...

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Learning task-oriented grasping for tool manipulation from simulated...

Kuan Fang, Yuke Zhu, Animesh Garg, Andrey Kurenkov, Viraj Mehta, Li Fei-Fei, Silvio Savarese: Learning task-oriented grasping for tool manipulation from simulated self-supervision. Int. J. Robotics...

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Variational autoencoders in the presence of low-dimensional data: landscape...

Frederic Koehler, Viraj Mehta, Andrej Risteski, Chenghui Zhou: Variational autoencoders in the presence of low-dimensional data: landscape and implicit bias. CoRR abs/2112.06868 (2021)

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An Experimental Design Perspective on Model-Based Reinforcement Learning.

Viraj Mehta, Biswajit Paria, Jeff Schneider, Stefano Ermon, Willie Neiswanger: An Experimental Design Perspective on Model-Based Reinforcement Learning. CoRR abs/2112.05244 (2021)

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Representational aspects of depth and conditioning in normalizing flows.

Frederic Koehler, Viraj Mehta, Andrej Risteski: Representational aspects of depth and conditioning in normalizing flows. ICML 2021: 5628-5636

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Neural Dynamical Systems: Balancing Structure and Flexibility in Physical...

Viraj Mehta, Ian Char, Willie Neiswanger, Youngseog Chung, Andrew Oakleigh Nelson, Mark D. Boyer, Egemen Kolemen, Jeff G. Schneider: Neural Dynamical Systems: Balancing Structure and Flexibility in...

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Near-optimal Policy Identification in Active Reinforcement Learning.

Xiang Li, Viraj Mehta, Johannes Kirschner, Ian Char, Willie Neiswanger, Jeff Schneider, Andreas Krause, Ilija Bogunovic: Near-optimal Policy Identification in Active Reinforcement Learning. CoRR...

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Exploration via Planning for Information about the Optimal Trajectory.

Viraj Mehta, Ian Char, Joseph Abbate, Rory Conlin, Mark D. Boyer, Stefano Ermon, Jeff Schneider, Willie Neiswanger: Exploration via Planning for Information about the Optimal Trajectory. CoRR...

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BATS: Best Action Trajectory Stitching.

Ian Char, Viraj Mehta, Adam Villaflor, John M. Dolan, Jeff Schneider: BATS: Best Action Trajectory Stitching. CoRR abs/2204.12026 (2022)

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Exploration via Planning for Information about the Optimal Trajectory.

Viraj Mehta, Ian Char, Joseph Abbate, Rory Conlin, Mark D. Boyer, Stefano Ermon, Jeff Schneider, Willie Neiswanger: Exploration via Planning for Information about the Optimal Trajectory. NeurIPS 2022

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An Experimental Design Perspective on Model-Based Reinforcement Learning.

Viraj Mehta, Biswajit Paria, Jeff Schneider, Stefano Ermon, Willie Neiswanger: An Experimental Design Perspective on Model-Based Reinforcement Learning. ICLR 2022

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Variational autoencoders in the presence of low-dimensional data: landscape...

Frederic Koehler, Viraj Mehta, Chenghui Zhou, Andrej Risteski: Variational autoencoders in the presence of low-dimensional data: landscape and implicit bias. ICLR 2022

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Sample Efficient Reinforcement Learning from Human Feedback via Active...

Viraj Mehta, Vikramjeet Das, Ojash Neopane, Yijia Dai, Ilija Bogunovic, Jeff G. Schneider, Willie Neiswanger: Sample Efficient Reinforcement Learning from Human Feedback via Active Exploration. CoRR...

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Kernelized Offline Contextual Dueling Bandits.

Viraj Mehta, Ojash Neopane, Vikramjeet Das, Sen Lin, Jeff Schneider, Willie Neiswanger: Kernelized Offline Contextual Dueling Bandits. CoRR abs/2307.11288 (2023)

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Offline Model-Based Reinforcement Learning for Tokamak Control.

Ian Char, Joseph Abbate, Laszlo Bardoczi, Mark D. Boyer, Youngseog Chung, Rory Conlin, Keith Erickson, Viraj Mehta, Nathan Richner, Egemen Kolemen, Jeff G. Schneider: Offline Model-Based Reinforcement...

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