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Author

Qi Xuan

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Sep 2026

SAD-CP: Spatially Anchored Dual-Distilled Continual Prediction for Dynamic CSI Tracking

Accurate channel state information (CSI) prediction is becoming increasingly critical for reliable and efficient 6G wireless communications. CSI prediction at the edge cannot be treated as a fixed-distribution problem, since user mobility, trajectory change, and link-quality variations continuously shift the CSI patter...

Fei-Fei Teng, Chang Cai, Cai-Yi Xiao et al. · 0 citations
Preprint Aug 2026

Radio-FM: A Foundation Model for Radio Signal Representation Learning and Its Applications

Applying foundation models to the radio frequency (RF) domain presents unique challenges due to the intrinsic physical complexity of raw I/Q signals and the extreme heterogeneity of spectral data. In this paper, we present Radio-FM, a scalable family of foundation models designed for universal radio signal representati...

Jin-Chao Zhou, Wu-Peng Xie, Zhuangzhi Chen et al. · 0 citations
Jul 2026

MemSecBench: Tracking Agent Memory Poisoning from Persistence to Consequence and Repair

Memory systems allow agents to retain and reuse information from past interactions, but they can also let malicious content persist. A malicious instruction crafted by an attacker may be stored in long-term memory, recalled much later, and quietly shape a real action. Recent benchmarks increasingly examine agent memory...

Xuanze Chen, Xukang Xie, Wentao Fu et al. · 0 citations
Jul 2026

AgentS4D: Benchmarking Runtime Risks across the Execution Lifecycle of LLM-Based Workspace Agents

This work introduces AgentS4D, a sandboxed benchmark for lifecycle-wide runtime safety evaluation and evaluates all 20 combinations of four harnesses and five LLM backends, finding that the observed safety of an agent system varies with both its harness-LLM pairing and how risk is introduced.

Jiajun Zhou, Zhaoxuan Ke, Jihang Ye et al. · 1 citation

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