news

Sep 15, 2026 Completed physical quadrotor hardware experiments for L-MultiHyRL: Latent Multi-Policy Hysteresis-Based RL for Robust 3D Obstacle Avoidance in $\text{SE}(3)$ and $\text{SO}(3)$ on a ModalAI Sentinel UAV! Read our interactive research article.
May 07, 2026 Our collaborative paper An Experimentally Validated Hybrid Control Strategy for Robust Contact Detection and Force Regulation has been accepted to CCTA 2026! This work demonstrates a hysteresis-based framework to eliminate end-effector chattering in physical 6-link manipulators.
May 05, 2026 Our paper Intrinsic Closed-Loop Practical Asymptotic Stability in Discrete-Time Reinforcement Learning has been accepted to RLC 2026! We prove that the unmodified discounted RL objective intrinsically guarantees practical asymptotic stability for continuous control tasks. Read the deep-dive article or PDF.
Dec 08, 2025 Officially advanced to Ph.D. Candidacy in the Department of Electrical and Computer Engineering at UC Santa Cruz!
May 09, 2025 A new paper titled A Timer-Based Hybrid Supervisor for Robust, Chatter-Free Policy Switching has been accepted to RLC 2025! This work introduces a hybrid supervisor to guarantee robust, chatter-free policy switching in RL.
May 14, 2024 A new paper titled MultiHyRL: Robust Hybrid RL for Obstacle Avoidance against Adversarial Attacks on the Observation Space has been accepted to RLC 2024! We present a novel hybrid RL algorithm featuring hysteresis-based switching for robust obstacle avoidance
Sep 01, 2022 Honored to be selected as a recipient of the Chancellor’s Fellowship at the University of California, Santa Cruz.