Selected Publications

Jingchen Sun, Shaobo Han, Deep Patel, Wataru Kohno, Can Jin, Changyou Chen (2026). Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models. CVPR 2026.

PDF Code Blog Foundation-Model Adaptation Small Multimodal Models

Wataru Kohno, Shaobo Han, Noriyuki Tonami, Tingfeng Li, Jingchen Sun, Ting Wang (2026). Mix-CLAP: Adaptive Fusion of Knowledge-Distilled Audio Embeddings for Noise-Aware Audio-Language Models. 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Scott R Kotrla, Ming-Fang Huang, Jian Fang, Shaobo Han, Jamie Lynn, Ezra Ip, Jeffrey A Mundt, Ting Wang (2026). Leveraging Deployed Telecom Cables for Distributed Fiber Sensing Topologies and Applications. Journal of Optical Communications and Networking.

Shaobo Han, Ming-Fang Huang, Yaowen Li, Glenn A Wellbrock, Tiejun J Xia, Scott Kotria, Jeffrey A Mundt, James M Moore, Philip Ji, Tingfeng Li, Yuheng Chen, Ting Wang, Yoshiaki Aono (2026). Manhole Localization and Condition Diagnostics in Telecom Networks Using Distributed Acoustic and Temperature Sensing. Journal of Lightwave Technology · 2026.

PDF Sensing AI DOI

Kaiyang Li, Shaobo Han, Qing Su, Wei Li, Zhipeng Cai, Shihao Ji (2025). Uni-LoRA: One Vector is All You Need. NeurIPS 2025. Spotlight

PDF Code Hugging Face PEFT Foundation-Model Adaptation DOI

Shaobo Han, Ming-Fang Huang, Tingfeng Li, Scott Kotrla, Jeffrey A Mundt, Ting Wang, Yoshiaki Aono (2025). Energy-Based Generative Models for Distributed Acoustic Sensing Event Classification in Telecom Networks. ECOC 2025. Top-Scored Paper

Jingchen Sun, Shaobo Han, Wataru Kohno, Changyou Chen (2025). CLAP-S: Support Set Based Adaptation for Downstream Fiber-Optic Acoustic Recognition. ICASSP 2025 · Lecture.

PDF Code Dataset Small Multimodal Models Generalization & Adaptation DOI

Yang Li, Shaobo Han, Shihao Ji (2024). VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks. NeurIPS 2024.

PDF Code Hugging Face PEFT Foundation-Model Adaptation DOI

Shaobo Han, Ming-Fang Huang, Tingfeng Li, Jian Fang, Zhuocheng Jiang, Ting Wang (2024). Deep Learning-Based Intrusion Detection and Impulsive Event Classification for Distributed Acoustic Sensing Across Telecom Networks. Journal of Lightwave Technology · 2024.

PDF Dataset Sensing AI Generalization & Adaptation DOI

Zhili Feng, Shaobo Han, Simon Shaolei Du (2022). Provable Adaptation across Multiway Domains via Representation Learning. International Conference on Learning Representations.