Deep Radio Fingerprint ResNet for Reliable Lightweight Device Identification. - Tiantian Zhang; Pinyi Ren; Zhanyi Ren (VTC Fall, 2021)

DFSNet: Deep Fractional Scattering Network for LoRa Fingerprinting. - Tiantian Zhang; Pinyi Ren; Dongyang Xu; Zhanyi Ren (GLOBECOM, 2022)

FWSResNet: An Edge Device Fingerprinting Framework Based on Scattering and Convolutional Networks. - Tiantian Zhang; Pinyi Ren; Zhanyi Ren; Dongyang Xu (VTC Spring, 2022)

Deep RF Device Fingerprinting by Semi-Supervised Learning with Meta Pseudo Time-Frequency Labels. - Zhanyi Ren; Pinyi Ren; Tiantian Zhang (WCNC, 2022)

Intelligent Radio Frequency Identification for URLLC in Industrial IoT Networks. - Tiantian Zhang; Pinyi Ren; Dongyang Xu; Zhanyi Ren (Symmetry, 2022)

Deep Radio Frequency Fingerprinting Based on Wavelet Scattering Network. - Jing Ma; Pinyi Ren; Tiantian Zhang; Zhanyi Ren; Dongyang Xu (WCNC, 2023)

Noise-Tolerant Radio Frequency Fingerprinting With Data Augmentation and Contrastive Learning. - Zhanyi Ren; Pinyi Ren; Dongyang Xu; Tiantian Zhang (WCNC, 2023)

RIS Subarray Optimization With Reinforcement Learning for Green Symbiotic Communications in Internet of Things. - Tiantian Zhang; Pinyi Ren; Dongyang Xu; Zhanyi Ren (IEEE Internet Things J., 2023)