Publications

Liangqi Yuan, Dong-Jun Han, Shiqiang Wang, Christopher G. Brinton (2025). 🔥 Local-Cloud Inference Offloading for LLMs in Multi-Modal, Multi-Task, Multi-Dialogue Settings. International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc).

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Manuel Mar, Vishnu Pandi Chellapandi, Liangqi Yuan, Ziran Wang, Eric Dietz (2025). Advanced Sensor Configurations for High-Speed Autonomous Racing Vehicles. IEEE Journal of Selected Areas in Sensors.

Wenzhi Fang, Dong-Jun Han, Liangqi Yuan, Seyyedali Hosseinalipour, Christopher G. Brinton (2025). Federated Sketching LoRA: On-Device Collaborative Fine-Tuning of Large Language Models. arXiv.

Jieyi Tan, Yansheng Li, Sergey A. Bartalev, Shinkarenko Stanislav, Bo Dang, Yongjun Zhang, Liangqi Yuan, Wei Chen (2024). Bridging Data Islands: Geographic Heterogeneity-Aware Federated Learning for Collaborative Remote Sensing Semantic Segmentation. arXiv.

Liangqi Yuan, Ziran Wang, Christopher G. Brinton (2024). Digital Ethics in Federated Learning. IEEE Internet Computing.

Liangqi Yuan, Yuan Wei, Jia Li (2024). 🔥 Smart Pressure e-Mat for Human Sleeping Posture and Dynamic Activity Recognition. IEEE Journal of Selected Areas in Sensors.

Yongsheng Mei, Liangqi Yuan, Dong-Jun Han, Kevin S. Chan, Christopher G. Brinton, Tian Lan (2024). 🔥 Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen?. arXiv.

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Liangqi Yuan, Dong-Jun Han, Vishnu Pandi Chellapandi, Stanislaw H. Żak, Christopher G. Brinton (2024). FedMFS: Federated Multimodal Fusion Learning with Selective Modality Communication. IEEE International Conference on Communications (ICC).

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Liangqi Yuan, Ziran Wang, Lichao Sun, Philip S. Yu, Christopher G. Brinton (2024). Decentralized Federated Learning: A Survey and Perspective. IEEE Internet of Things Journal.

Liangqi Yuan, Dong-Jun Han, Su Wang, Devesh Upadhyay, Christopher G. Brinton (2024). Communication-Efficient Multimodal Federated Learning: Joint Modality and Client Selection. arXiv.

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Vishnu Pandi Chellapandi, Liangqi Yuan, Christopher G. Brinton, Stanislaw H. Żak, Ziran Wang (2023). Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges. IEEE Transactions on Intelligent Vehicles.

Vishnu Pandi Chellapandi, Liangqi Yuan, Stanislaw H. Żak, Ziran Wang (2023). A Survey of Federated Learning for Connected and Automated Vehicles. 26th IEEE International Conference on Intelligent Transportation Systems (ITSC).

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Huaizheng Mu, Liangqi Yuan, Jia Li (2023). Human Sensing via Passive Spectrum Monitoring. IEEE Open Journal of Instrumentation and Measurement.

Liangqi Yuan, Yunsheng Ma, Lu Su, Ziran Wang (2023). Peer-to-Peer Federated Continual Learning for Naturalistic Driving Action Recognition. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.

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Yunsheng Ma, Liangqi Yuan, Amr Abdelraouf, Kyungtae Han, Rohit Gupta, Zihao Li, Ziran Wang (2023). M²DAR: Multi-View Multi-Scale Driver Action Recognition with Vision Transformer. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.

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Liangqi Yuan, Su Lu, Ziran Wang (2023). Federated Transfer-Ordered-Personalized Learning for Driver Monitoring Application. IEEE Internet of Things Journal.

Liangqi Yuan, Houlin Chen, Robert Ewing, Erik Blasch, Jia Li (2023). Three Dimensional Indoor Positioning Based on Passive Radio Frequency Signal Strength Distribution. IEEE Internet of Things Journal.

Shiyu Yang, Liangqi Yuan, Jia Li (2023). Extraction and Denoising of Human Signature on Radio Frequency Spectrums. IEEE 41st International Conference on Consumer Electronics (ICCE).

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Liangqi Yuan, Houlin Chen, Robert Ewing, Jia Li (2022). Passive Radio Frequency-Based 3D Indoor Positioning System via Ensemble Learning. International Conference on Dynamic Data Driven Applications Systems (DDDAS).

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Liangqi Yuan, Jack Andrews, Huaizheng Mu, Asad Vakil, Robert Ewing, Erik Blasch, Jia Li (2022). Interpretable Passive Multi-Modal Sensor Fusion for Human Identification and Activity Recognition. Sensors.

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Liangqi Yuan, Hongwei Qu, Jia Li (2021). Velostat Sensor Array for Object Recognition. IEEE Sensors Journal.

Liangqi Yuan, Jia Li (2021). Smart Cushion Based on Pressure Sensor Array for Human Sitting Posture Recognition. IEEE Sensors Conference.

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