Kensuke Nakamura

prof_pic.jpg

I am a Ph.D. student at the Carnegie Mellon University Robotics Institute where I am advised by Prof. Andrea Bajcsy. My research leverages the synergy between robust optimal control and generative models to allow robots to safely operate in unstructured and uncertain environments. I develop theory and algorithms grounded in systems such as autonomous vehicles that use learned trajectory forecasters during planning or robotic manipulators that use world models to understand nuanced safety constraints. I am fortunate to be supported by the NSF Graduate Research Fellowship.

Previously, I graduated from Princeton University where I was advised by Jaime Fernández Fisac and Naomi Ehrich Leonard. I’ve also had the pleasure of collaborating with Somil Bansal.

E-mail / Google Scholar / Github / Twitter

news

Feb 03, 2025 New paper on generalizing Hamilton-Jacobi reachability for constraints beyond collision-avoidance by leveraging the representations learned by world models. Check out our project website here
Dec 19, 2024 I was selected as a 2025 HRI Pioneer. Super excited to meet everyone in Melbourne!
Sep 05, 2024 Our paper which derives a generalized regret metric to automatically extract system-level trajectory prediction failures was just accepted to the 2024 Conference on Robot Learning!
Jul 19, 2024 Deception Game won the Best Presentation Award at the RSS ‘24 Safe Autonomy workshop!
Apr 04, 2024 I was awarded the NSF GRFP!

latest posts

selected publications

  1. frontfig_latentsafety3.png
    Generalizing Safety Beyond Collision-Avoidance via Latent-Space Reachability Analysis
    Kensuke Nakamura, Lasse Peters, and Andrea Bajcsy
    2025
  2. CoRL
    qualitative-regret.png
    Not All Errors Are Made Equal: A Regret Metric for Detecting System-level Trajectory Prediction Failures
    Kensuke Nakamura, Ran Tian, and Andrea Bajcsy
    In 8th Annual Conference on Robot Learning, 2024
  3. CoRL
    framework_v2.png
    Deception Game: Closing the Safety-Learning Loop in Interactive Robot Autonomy
    Haimin Hu, Zixu Zhang, Kensuke Nakamura, and 2 more authors
    In 7th Annual Conference on Robot Learning, 2023
  4. CDC
    emergent.png
    Emergent Coordination through Game-Induced Nonlinear Opinion Dynamics
    Haimin Hu, Kensuke Nakamura, Kai-Chieh Hsu, and 2 more authors
    In 2023 62nd IEEE Conference on Decision and Control (CDC), 2023
  5. ICRA
    confidence.gif
    Online Update of Safety Assurances Using Confidence-Based Predictions
    Kensuke Nakamura, and Somil Bansal
    In 2023 International Conference on Robotics and Automation (ICRA), 2023