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cs.IT2026
Partially Observable Restless Bandits for Age-Optimal Scheduling over Markov Channels
Xijun Wang, Shuying Gan, Yanzhi Huang +3
There is a surge of need for fresh information with the overwhelming proliferation of the Internet of Things (IoT) applications. To characterize the information freshness perceived…
cs.IT2025
Minimizing Task-Oriented Age of Information for Remote Monitoring with Pre-Identification
Shuying Gan, Xijun Wang, Chao Xu +1
The emergence of new intelligent applications has fostered the development of a task-oriented communication paradigm, where a comprehensive, universal, and practical metric is cruc…
cs.IT2025
Task-oriented Age of Information for Remote Inference with Hybrid Language Models
Shuying Gan, Xijun Wang, Chenyuan Feng +4
Large Language Models (LLMs) have revolutionized the field of artificial intelligence (AI) through their advanced reasoning capabilities, but their extensive parameter sets introdu…