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Chunsheng Xin

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Open access Oct 2026

Stabilized Multi-Objective Optimization for Camouflage Attack in Remote Sensing

We investigate the vulnerability of multi-task maritime surveillance systems in which object detection and semantic segmentation operate concurrently. We propose Stabilized Multi-Objective Optimization (SMO), a framework that jointly targets Mask R-CNN and U-Net with a single universal adversarial texture in a digital...

Omid Rajabi Rostami, Kazi Aminul Islam, Liu-Wan Zhu et al. · 0 citations
#machine learning Preprint Sep 2026

DegreeSpar: Structured Degree Sparsity for Efficient Secure Transformer Inference

DegreeSpar is introduced, which formulates secure Transformer compression as structured sparsification over nonlinear polynomial degrees, establishing structured polynomial degree as an effective shared optimization space for secure Transformer compression.

Yi-Fei Cai, Zhuo-Ran Li, Xiao-Zuo Shen et al. · 0 citations

Efficient Backdoor Mitigation in Federated Learning With Contrastive Loss

The rapid adoption of Internet of Things (IoT) devices has accelerated the need for privacy-preserving machine learning techniques, such as federated learning (FL). However, the decentralized and collaborative nature of FL makes it vulnerable to backdoor attacks, where adversaries locally update their malicious models...

Hal Ferguson, Rui Ning, Hongyi Wu et al. · 0 citations

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