Publications

Probabilistic Inference of Simulation Parameters via Parallel Differentiable Simulation.

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Heiden, Eric; Denniston, Christopher E.; Millard, David; Ramos, Fabio; Sukhatme, Gaurav S.: Probabilistic Inference of Simulation Parameters via Parallel Differentiable Simulation. 2022 International Conference on Robotics and Automation, ICRA 2022, Philadelphia, PA, USA, May 23-27, 2022, pp. 3638-3645, IEEE, 2022
[Video]

Parameter Estimation for Deformable Objects in Robotic Manipulation Tasks.

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Millard, David; Preiss, James A.; Barbic, Jernej; Sukhatme, Gaurav S.: Parameter Estimation for Deformable Objects in Robotic Manipulation Tasks. Billard, Aude; Asfour, Tamim; Khatib, Oussama (Ed.): Robotics Research - The 20th International Symposium ISRR 2022, Geneva, Switzerland, 25-30 September 2022, pp. 239-251, Springer, 2022

Inferring Articulated Rigid Body Dynamics from RGBD Video.

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Heiden, Eric; Liu, Ziang; Vineet, Vibhav; Coumans, Erwin; Sukhatme, Gaurav S.: Inferring Articulated Rigid Body Dynamics from RGBD Video. IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2022, Kyoto, Japan, October 23-27, 2022, pp. 8383-8390, IEEE, 2022

Probabilistic Inference of Simulation Parameters via Parallel Differentiable Simulation.

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Heiden, Eric; Denniston, Christopher E.; Millard, David; Ramos, Fabio; Sukhatme, Gaurav S.: Probabilistic Inference of Simulation Parameters via Parallel Differentiable Simulation. CoRR, vol. abs/2109.08815, 2021

NeuralSim: Augmenting Differentiable Simulators with Neural Networks.

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Heiden, Eric; Millard, David; Coumans, Erwin; Sheng, Yizhou; Sukhatme, Gaurav S.: NeuralSim: Augmenting Differentiable Simulators with Neural Networks. IEEE International Conference on Robotics and Automation, ICRA 2021, Xi'an, China, May 30 - June 5, 2021, pp. 9474-9481, IEEE, 2021
[Video]

Automatic Differentiation and Continuous Sensitivity Analysis of Rigid Body Dynamics.

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Millard, David; Heiden, Eric; Agrawal, Shubham; Sukhatme, Gaurav S.: Automatic Differentiation and Continuous Sensitivity Analysis of Rigid Body Dynamics. CoRR, vol. abs/2001.08539, 2020

Augmenting Differentiable Simulators with Neural Networks to Close the Sim2Real Gap.

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Heiden, Eric; Millard, David; Coumans, Erwin; Sukhatme, Gaurav S.: Augmenting Differentiable Simulators with Neural Networks to Close the Sim2Real Gap. CoRR, vol. abs/2007.06045, 2020

NeuralSim: Augmenting Differentiable Simulators with Neural Networks.

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Heiden, Eric; Millard, David; Coumans, Erwin; Sheng, Yizhou; Sukhatme, Gaurav S.: NeuralSim: Augmenting Differentiable Simulators with Neural Networks. CoRR, vol. abs/2011.04217, 2020

Interactive Differentiable Simulation

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Heiden, Eric; Millard, David; Zhang, Hejia; Sukhatme, Gaurav S.: Interactive Differentiable Simulation CoRR, vol. abs/1905.10706, 2019