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Author

Tian-Shi Wang

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Sep 2026

Do More With Less: Capacity-Aware Selective Hashing for Continual Cross-Modal Retrieval.

Although cross-modal hashing enables efficient large-scale retrieval by encoding multimodal data into compact binary representations, its fixed code length and binary nature impose a fundamental capacity constraint that hinders continual adaptation to growing data streams and emerging semantic concepts. Existing contin...

Wen-Hao Liu, Tian-Shi Wang, Feng-Ling Li et al. · 0 citations
Preprint Aug 2026

MMJailBench: A Factorized Benchmark for Disentangling Multimodal Jailbreak Vulnerabilities

MMJailBench is introduced, a factorized benchmark that systematically varies and combines these factors under controlled configurations, enabling fine-grained comparison and factor-level attribution and a modular multimodal jailbreak evaluation suite with full and lightweight configurations, multiple judge options, and...

Tian-Shi Wang, Jing-Song Wang, Ya-Fei Huang et al. · 0 citations
Preprint Aug 2026

UniTexture: Cross-Task Universal Adversarial Textures for Vision-Language-Action Models

UniTexture is introduced, a cross-task universal adversarial texture attack that uses a single textured 3D object to induce targeted deviations in VLA action predictions across multiple tasks and reveals shared cross-task vulnerabilities in multitask VLAs that can be systematically exploited through a single adversaria...

Yu Dai, Mingzhe Dai, Tianshi Wang et al. · 0 citations

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