2 papers
cs.CR2026
A Novel Semantic Manifold Alignment Attack against Embedding-to-Embedding Obfuscation in Privacy-Preserving LLMs
Sicong Li, Lingfeng Yao, Xingke Yang +7
With the widespread applications of large language models (LLMs), privacy-preserving inference has become increasingly essential for sensitive queries. To balance privacy and utili…
cs.CV2026
Video-Text Temporal Localization via Multi-Scale Convolution and Dynamic Routing
Gengtian Shi, Jinze Yu, Chenhao Wu +5
Video-text temporal localization requires precise alignment between natural language queries and corresponding video segments, a fundamental challenge in multimodal understanding.…