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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shuyuan Wang

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Conference Open access Aug 2026

Efficient Test-Time Adaptation for Dynamic Distribution Shifts

Pre-trained visual models are increasingly deployed in streaming environments where the target distribution changes with weather, illumination, sensor aging, background composition, and time. Existing test-time adaptation (TTA) algorithms usually assume either a fixed target domain or sufficiently large independent tes...

Wen-Juan Guo, Wen-Tao Zhang, Shu-Yuan Wang et al. · 0 citations
Conference Open access Jul 2026

Energy-Efficient Context-Aware Multimodal AI Inference at the Edge

These findings confirm that context-aware adaptive scheduling can dramatically boost the energy efficiency of edge multimodal inference without sacrificing task performance, offering a viable deployment solution for low-power Internet of Things, intelligent surveillance, and human-robot interaction scenarios.

Xiaotian Fang, Ya-Hui Yang, Shuyuan Wang · 0 citations

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