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Hui Xie

9 accepted papers

2026

Feature Compression May Be the Root Cause of Adversarial Fragility in Neural Network Classifiers (Student Abstract)

AAAI 2026technical

In this paper, we study the adversarial robustness of deep neural networks (DNN) for classification against optimal classifiers. We look at the smallest magnitude of possible additive perturbations that can change a classifier

Cited by 0SourcePDFScholar
2026

Feature compression is the root cause of adversarial fragility in neural networks

ICLR 2026poster

In this paper, we uniquely study the adversarial robustness of deep neural networks (NN) for classification tasks against that of optimal classifiers. We look at the smallest magnitude of possible additive perturbations that can change a classifier's output. We provide a matrix-theoretic explanati…

Cited by 0SourceScholar
2026

High-Precision Vision-Guided Automated Electrochemical 3D Printing for Microscale Metal Fabrication

RA-L 2026

Microscale metal fabrication for microelectronics, sensors, and MEMS devices requires precise automated positioning and shape control, particularly challenging on conductive substrates where non-transparency limits conventional vision-based positioning. This paper presents a high-precision vision-gu

Cited by 0SourceScholar
2025

A Dual-Circuit Magnetic Actuation System for Multi-Robot Collaboration in Large-Scale Medical Environments

RA-L 2025

Untethered miniature robots, after ultra-long-distance transportation to the lesion by continuum robots, can further deliver drugs to the deep fine tissues. Specifically, the magnetic steering continuum robot with the follower-the-leader manner enhances the safety of channel construction, while the

Cited by 3SourceScholar
2025

An Automatic Navigation Framework for Magnetic Fish-Like Millirobot in Uncertain Dynamic Environments

RA-L 2025

Magnetic soft robots have shown great potential in various applications, including targeted delivery and therapy. However, current magnetic soft robots lack sufficient intelligence for autonomous decision-making, limiting their ability to adapt to dynamic and unstructured environments. To address th

Cited by 4SourceScholar
2025

Development of a Photo-Curing 3D Printer for Fabrication of Small-Scale Soft Robots With Programming Spatial Magnetization

RA-L 2025

The magnetic soft robot has potential applications in biomimetic, soft interaction, and biomedical fields. However, its functionality depends on deformation patterns and locomotion modes, challenging the fabrication of complex structures with precise magnetization. Therefore, we developed a programm

Cited by 3SourceScholar
2025

Efficient Fabrication of High-Aspect-Ratio Stepped-End Microneedles via Vision-Guided Assembly for Flexible Microelectrode Implantation

RA-L 2025

This paper presents an automated assembly method for the efficient and cost-effective fabrication of high-aspect-ratio stepped-end (HARSE) microneedles for flexible neural microelectrode implantation. The core process is a novel variable stiffness insertion (VSI) method, employing a vision-guided sy

Cited by 3SourceScholar
2021

Image-Based Visual Servoing of Rotorcrafts to Planar Visual Targets of Arbitrary Orientation

RA-L 2021

This letter for the first time extends the virtual camera image-based visual servoing (IBVS) scheme to enable an underactuated rotorcraft UAV to regulate its translational motion and heading relative to a planar visual target of arbitrary orientation. The conversion from real camera images to virtua

Cited by 30SourceScholar