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Weize Zhang

5 accepted papers

2026

CAPS: Context-Aware Priority Sampling for Enhanced Imitation Learning in Autonomous Driving

ICRA 2026poster

In this paper, we introduce Context-Aware Priority Sampling (CAPS), a novel method designed to enhance data efficiency in learning-based autonomous driving systems. CAPS addresses the challenge of imbalanced datasets in imitation learning by leveraging Vector Quantized Variational Autoencoders (VQ-V…

2025

Validity Learning on Failures: Mitigating the Distribution Shift in Autonomous Vehicle Planning

ICRA 2025

The planning problem constitutes a fundamental aspect of the autonomous driving framework. Recent strides in representation learning have empowered vehicles to comprehend their surrounding environments, thereby facilitating the integration of learning-based planning strategies. Among these approache

Cited by 7SourceScholar
2021

Force-Controlled Mechanical Stimulation and Single-Neuron Fluorescence Imaging of Drosophila Larvae

RA-L 2021

Studying the neural response of a Drosophila larva to touch stimulation could decipher neural basis of the creature's danger-escaping behaviors. This letter reports force-controlled robotic mechanical stimulation and single-neuron fluorescence imaging of Drosophila larvae. A force control architectu

Cited by 8SourceScholar
2016

A model compensation-prediction scheme for control of micromanipulation systems with a single feedback loop

ICRA 2016

Many micromanipulation systems employ sensorless actuators and possess unknown modeling errors, feedback measurement noise, and time delays. Conventional modelbased control schemes ignore some of these characteristics, and thus sacrifice the control performance of the system. This paper presents a n

Cited by 6SourceScholar
2015

Switched fuzzy-PD control of contact forces in robotic micromanipulation of Drosophila larvae

ICRA 2015poster

Force sensing and control are of paramount importance in robotic micromanipulation. A contact force regulator capable of accurately applying mechanical stimuli to a live Drosophila larva could greatly facilitate mechanobiology research on Drosophila and may eventually lead to novel discoveries in me…

Cited by 5SourceScholar