CSI-Agent: LLM-Assisted Few-Shot Adaptation for Cross-Domain Wi-Fi CSI Sensing

arXiv:2609.31990 · cs.AI, cs.NI · Submitted 2026-09-25 · Read on arXiv

cs.AI, cs.NI

Submitted: 2026-09-25

Updated: 2026-09-25

Comments: 10 pages, 6 figures, 5 tables. Submitted to INFOCOM

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Adaptation — 69× in this paper · explained in 1 episode
• Verifier — 14× in this paper · explained in 2 episodes
• Domain Shift — 11× in this paper · explained in 4 episodes
• Verification — 9× in this paper · explained in 2 episodes
• Domain Adaptation — 8× in this paper · explained in 5 episodes
• Few-Shot Learning — 4× in this paper · explained in 4 episodes
• Calibration — 3× in this paper · explained in 7 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Action Space — 2× in this paper · explained in 1 episode
• Alignment — 2× in this paper · explained in 1 episode
• Generalization — 2× in this paper · explained in 13 episodes
• Representation Learning — 2× in this paper · explained in 2 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Adversarial Training — 1× in this paper · explained in 1 episode
• Agentic Controller — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Fingerprinting — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Transferability — 1× in this paper · explained in 4 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Uni-Fi: Integrated Multi-Task Wi-Fi Sensing
• Large Language Model Agent: A Survey on Methodology, Applications and Challenges
• Wi-Chat: Large Language Model Powered Wi-Fi Sensing
• SignalLLM: A General-Purpose LLM Agent Framework for Automated Signal Processing
• The Llama 3 Herd of Models

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