Cole Johnson

Cole Johnson

I build intelligent systems that interact with the physical world.

View portfolio Warning: this portfolio hasn’t been updated since January 2025.

Work

Research

  1. Real-Time Balancing of Stability and Plasticity in Continual Learning Enables Adaptive Speed Estimation for Lower-Limb Prostheses

    Cole Johnson, Jairo Maldonado-Contreras, Kinsey R. Herrin, Aaron J. Young

    Transactions on Medical Robotics & Bionics · 2025

  2. Dynamic Tube MPC: Learning Tube Dynamics with Massively Parallel Simulation for Robust Safety in Practice

    William D. Compton, Noel Csomay-Shanklin, Cole Johnson, Aaron D. Ames

    International Conference on Robotics and Automation (ICRA) · 2025 · Best Paper Finalist

  3. Adaptive Lower-Limb Prosthetic Control: Towards Personalized Intent Recognition & Context Estimation

    Cole Johnson, Jeongwoo Cho, Saketh Chaluvadi, Jairo Maldonado-Contreras, Aaron J. Young

    International Symposium on Medical Robotics (ISMR) · 2023 · Best Paper Award

3 more papers
  1. Transfer Learning for Walking Speed Estimation Across Novel Prosthetic Devices and Populations

    Jairo Maldonado-Contreras, Cole Johnson, Ian Knight, Aarnav Sawant, Sixu Zhou, Hanjun Kim, Kinsey R. Herrin, Aaron J. Young

    International Conference on Intelligent Robots and Systems (IROS) · 2025

  2. Real-Time Adaptation of Deep Learning Walking Speed Estimators Enables Biomimetic Assistance Modulation in an Open-Source Bionic Leg

    Jairo Maldonado-Contreras, Cole Johnson, Sixu Zhou, Hanjun Kim, Ian Knight, Kinsey R. Herrin, Aaron J. Young

    Transactions on Medical Robotics & Bionics · 2025

  3. Accelerating Constrained Continual Learning with Dynamic Active Learning: A Study in Adaptive Speed Estimation for Lower-Limb Prostheses

    Cole Johnson, Jairo Maldonado-Contreras, Aaron J. Young

    International Symposium on Medical Robotics (ISMR) · 2024

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