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Author

Bo Ai

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2026

Transformer-Based CSI Prediction for Pinching Antenna Systems in Mobile Communication System

Pinching antenna systems (PASS) have attracted growing interest as a new class of flexible antennas due to their ability to dynamically construct line-of-sight paths. These characteristics make them highly promising for complex mobile communication environments, particularly in high-speed railway (HSR) or highway tunne...

Yi-Ran Guo, Wei Chen, Bo Ai et al. · 0 citations
Preprint Aug 2026

TALSC: Timeliness-Aware Large-Small VLM Collaboration for Infrastructure-Assisted Autonomous Driving

A Timeliness-Aware Large-Small VLM Collaboration (TALSC) framework that first model the Age of Information (AoI) evolution for VLM inference and characterize the coupling among AoI, token length, and task performance to formulate a general timeliness metric and proposes the TALSC online scheduling algorithm.

Mengmeng Zhu, Yuxuan Sun, Wei Chen et al. · 0 citations

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