Publications

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Journal Publications

  1. 2026

    Dexterous Contact-Rich Manipulation via the Contact Trust Region

    H.J. Terry Suh*, Tao Pang*, Tong Zhao, Russ Tedrake

    International Journal of Robotics Research (IJRR), 2026

    Inaugural IJRR Paper of the Season

  2. 2023

    Global Planning for Contact-Rich Manipulation via Local Smoothing of Quasidynamic Contact Models

    Tao Pang*, H.J. Terry Suh*, Lujie Yang, Russ Tedrake

    Transactions on Robotics (T-RO), 2023

    Honorable Mention for IEEE T-RO 2023 King-Sun Fu Memorial Best Paper Award

  3. 2022

    Bundled Gradients through Contact via Randomized Smoothing

    H.J. Terry Suh*, Tao Pang*, Russ Tedrake

    IEEE Robotics and Automation Letters (RA-L) 7(2), 4000-4007, 2022. Presented at ICRA.

Conference Publications

  1. 2025

    Physics-Driven Data Generation for Contact-Rich Manipulation via Trajectory Optimization

    Lujie Yang, H.J. Terry Suh, Tong Zhao, Bernhard Paus Graesdal, Tarik Kelestemur, Jiuguang Wang, Tao Pang, Russ Tedrake

    Robotics: Science and Systems (RSS), 2025

  2. 2025

    Is Linear Feedback on Smoothed Dynamics Sufficient for Stabilizing Contact-Rich Plans?

    Yuki Shirai, Tong Zhao, H.J. Terry Suh, Huaijiang Zhu, Xinpei Ni, Jiuguang Wang, Max Simchowitz, Tao Pang

    International Conference on Robotics and Automation (ICRA), 2025

  3. 2023

    Fighting Uncertainty with Gradients: Offline Reinforcement Learning via Diffusion Score Matching

    H.J. Terry Suh, Glen Chou, Hongkai Dai, Lujie Yang, Abhishek Gupta, Russ Tedrake

    Conference on Robot Learning (CoRL), 2023

  4. 2022

    SEED: Series Elastic End-Effectors in 6D for Visuotactile Tool Use

    H.J. Terry Suh, Naveen Kuppuswamy, Tao Pang, Paul Mitiguy, Alex Alspach, Russ Tedrake

    International Conference on Intelligent Robots and Systems (IROS), 2022

  5. 2022

    Do Differentiable Simulators Give Better Policy Gradients?

    H.J. Terry Suh, Max Simchowitz, Kaiqing Zhang, Russ Tedrake

    International Conference on Machine Learning (ICML), 2022, Long Talk

    ICML Outstanding Paper Award

    IEEE RAS TC on Model-Based Optimization in Robotics, Best Paper Award of the Year, 2022

  6. 2020

    The Surprising Effectiveness of Linear Models for Visual Foresight in Object Pile Manipulation

    H.J. Terry Suh, Russ Tedrake

    Algorithmic Foundations of Robotics XIV (WAFR), 347-363, 2020

  7. 2020

    Energy-Efficient Motion Planning for Multi-Modal Hybrid Locomotion

    H.J. Terry Suh, Xiaobin Xiong, Andrew Singletary, Aaron D. Ames, Joel W. Burdick

    IEEE International Conference on Intelligent Robots and Systems (IROS), 2020

  8. 2017

    Towards a Humanoid-Oriented Movement Writing

    Adrian Stoica, H.J. Terry Suh, Steven Hewitt, Sarah Bechtle, Anna Gruebler, Yumi Iwashita

    IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2017

Theses

  1. 2025

    Leveraging Structure for Efficient and Dexterous Contact-Rich Manipulation

    H.J. Terry Suh. Advised by: Russ Tedrake.

    Ph.D., Massachusetts Institute of Technology

  2. 2022

    Predictive Models for Visuomotor Feedback Control in Object Pile Manipulation

    H.J. Terry Suh. Advised by: Russ Tedrake.

    S.M., Massachusetts Institute of Technology

  3. 2019

    Design and Planning of Flying-Driving Hybrid Robot

    H.J. Terry Suh. Advised by: Joel W. Burdick, Aaron D. Ames.

    B.S., California Institute of Technology

Patents

  1. 2026

    Method and System for Providing Learning-State Information of an Artificial-Neural-Network-Based Control Model for a Vision-Based Automated Robot

    Daeseon Park, Seungji Seo, Taekyoung Noh, H.J. Terry Suh

    South Korea, KR 10-3005172, registered August 2026

  2. 2026

    Method and System for Processing Video for Training an Artificial-Neural-Network-Based Robot Control Model

    Seungji Seo, Taekyoung Noh, Daeseon Park, H.J. Terry Suh

    South Korea, KR 10-2976567, registered June 2026

  3. 2026

    Method and System for Imitation-Learning-Based Process Automation Using a Robot Hand Apparatus for Both Teaching and Motion

    H.J. Terry Suh, Seungji Seo, Seungjoon Lee, Daeseon Park, Taekyoung Noh

    South Korea, KR 10-2961895, registered April 2026

  4. 2026

    Non-Powered Teaching Device for Generating Training Data

    H.J. Terry Suh, Sijun Ryu, Jehyeok Kim

    South Korea, KR 10-2922902, registered January 2026

  5. 2025

    Automatic Control Method and System for an Individual Robot Using a Universal Inference Model

    H.J. Terry Suh, Seungjoon Lee

    South Korea, KR 10-2907654, registered December 2025

Workshop Papers

  1. 2022

    Pathologies and Challenges of Using Differentiable Simulators in Policy Optimization for Contact-Rich Manipulation

    H.J. Terry Suh, Max Simchowitz, Kaiqing Zhang, Tao Pang, Russ Tedrake

    ICRA 2022 Workshop: Reinforcement Learning for Contact-Rich Manipulation

  2. 2022

    SEED: Series Elastic End-Effectors in 6D For Compliant Visuotactile Tool Use

    H.J. Terry Suh, Naveen Kuppuswamy, Tao Pang, Paul Mitiguy, Alex Alspach, Russ Tedrake

    ICRA 2022 Workshop: Compliant Robot Manipulation: Challenges and New Opportunities

Self-Hosted Publications and Technical Reports

  1. 2023

    How does Noising Data Affect Learned Contact Dynamics?

    H.J. Terry Suh, Max Simchowitz, Tao Pang, Russ Tedrake

  2. 2020

    Comparing Effectiveness of Relaxation Methods for Warm Starting Trajectory Optimization through Soft Contact

    H.J. Terry Suh, Yanwei Wang

  3. 2018

    Inertial-aided Normal Estimation for Planar Feature Mapping: Unique Solution to Homography Decomposition

    H.J. Terry Suh

  4. 2018

    Semantic Task Planning in Household Environments using Temporal Logic Synthesis

    H.J. Terry Suh

  5. 2018

    A Fast PRM Planner for Car-like Vehicles

    H.J. Terry Suh, James Deacon, Qifan Wang

  6. 2018

    End-to-End Full-State Dynamics of Generic Rotorcrafts

    H.J. Terry Suh

  7. 2018

    Hierarchical Extended Kalman Filter with Frequent Propagation for UAV Localization

    H.J. Terry Suh

  8. 2018

    Manipulator-based Haptic Controller for Car-like Vehicles

    H.J. Terry Suh, Peter Renn, Qifan Wang, Neha Sunil

  9. 2017

    Design of an Anthropomorphic Closed-Loop Chain Manipulator

    H.J. Terry Suh, James Deacon, Hana Keller

  10. 2014

    Design of an Intelligent Bear Robot with Emotional Learning Capabilities for Enhanced Human-Robot Interaction

    H.J. Terry Suh, Woo-Sik Lee, Ju Hwan Seo