Enabling Efficient RF Sensing With Small Language Models via Functional Data Analysis and Parameter Efficient Tuning Article

Sun, Yujie, Wang, Xuyu, Cao, Guanqun et al. (2026). Enabling Efficient RF Sensing With Small Language Models via Functional Data Analysis and Parameter Efficient Tuning . IEEE Internet of Things Journal, 13(11), 24247-24260. 10.1109/JIOT.2026.3672036

cited authors

  • Sun, Yujie; Wang, Xuyu; Cao, Guanqun; Mao, Shiwen

authors

publication date

  • June 1, 2026

published in

keywords

  • CSI
  • Computational modeling
  • Computer Science
  • Computer Science, Information Systems
  • Engineering
  • Engineering, Electrical & Electronic
  • Functional data analysis (FDA)
  • Hidden Markov models
  • Internet of Things
  • LoRa
  • NETWORKS
  • Noise measurement
  • RF signals
  • Radio frequency
  • SENSOR
  • Science & Technology
  • Sensors
  • Technology
  • Telecommunications
  • Tuning
  • Wireless communication
  • large language models (LLMs)
  • parameter-efficient fine-tuning (PEFT)
  • radio frequency (RF) sensing

Digital Object Identifier (DOI)

publisher

  • IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

start page

  • 24247

end page

  • 24260

volume

  • 13

issue

  • 11