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.· IEEE International Symposium...· 0 citations
Radio-FM is presented, a scalable family of foundation models designed for universal radio signal representation learning that employs dual-channel processing specifically optimized for I/Q independence while capturing cross-channel interactions through a lightweight attention mechanism.
Jin-Chao Zhou, Wu-Peng Xie, Zhuang-Zhi Chen et al.· 0 citations
MemSecBench is introduced, a task-grounded benchmark for the lifecycle security of agent memory systems, which indicates that the evaluated memory system stacks differ in lifecycle security, both in the propagation of malicious memory and in selective repair after successful memory poisoning.
Xuan-Ze Chen, Xukang Xie, Wentao Fu et al.· arXiv.org· 7 citations· ⚡1
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.· arXiv.org· 1 citation
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