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Bradley Guo

2 accepted papers

2026

High-Altitude Balloon Station-Keeping with First Order Model Predictive Control

ICRA 2026poster

High-altitude balloons (HABs) are common in scientific research due to their wide range of applications and low cost. Because of their nonlinear, underactuated dynamics and the partial observability of wind fields, prior work has largely relied on model-free reinforcement learning (RL) methods to de…

2025

Scaling Offline RL via Efficient and Expressive Shortcut Models

NeurIPS 2025poster

Diffusion and flow models have emerged as powerful generative approaches capable of modeling diverse and multimodal behavior. However, applying these models to offline RL remains challenging due to the iterative nature of their noise sampling processes, making policy optimization difficult. In this…

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