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Hanqi Zhao

2 accepted papers

2026

A Hitchhiker's Guide to Poisson Gradient Estimation

ICML 2026poster

Poisson-distributed latent variable models are widely used in computational neuroscience, but differentiating through discrete stochastic samples remains challenging. Two approaches address this: *Exponential Arrival Time* (EAT) simulation and *Gumbel-SoftMax* (GSM) relaxation. We provide the first …

Cited by 0SourceScholar
2025

HDPlanner: Advancing Autonomous Deployments in Unknown Environments Through Hierarchical Decision Networks

RA-L 2025

In this paper, we introduce HDPlanner, a deep reinforcement learning (DRL) based framework designed to tackle two core and challenging tasks for mobile robots: autonomous exploration and navigation, where the robot must optimize its trajectory adaptively to achieve the task objective through continu

Cited by 16SourceScholar