I received my Ph.D. from Nanjing University of Science and Technology, where I was affiliated with the Visual Intelligence and Multimedia (VIM) and Intelligent Media Analysis Group (IMAG) under the supervision of Prof. Xiangbo Shu.
Previously, I was a visiting Ph.D. student at A*STAR and NUS for two years, working with Prof. Mike Z. Shou and Dr. Basura.
My research interests include Computer Vision, Action Recognition, Federated Learning, and AI Agents.
🔥 News
- 2026-01-26: 🎉🎉 Published a paper in IEEE TIP!
- 2025-09-19: 🎉🎉 YOCO is accepted by NeurIPS 2025!
- 2025-06-26: 🎉🎉 Te-LoRA is accepted by ICCV 2025! Congrats to co-authors!
- 2024-09-26: 🎉🎉 DoFIT is accepted by NeurIPS 2024!
- 2023-03-10: 🎉🎉 Published a paper in IEEE TNNLS!
- 2022-11-17: 🎉🎉 Published a paper in IEEE TPAMI!
- 2022-05-26: 🎉🎉 Published a paper in IEEE TIP!
📝 Selected Publications (*co-first author)
You Only Communicate Once: One-shot Federated Low-Rank Adaptation of MLLM
Binqian Xu, Haiyang Mei, Zechen Bai, Jinjin Gong, Rui Yan, Guo-Sen Xie, Yazhou Yao, Basura Fernando, Xiangbo Shu
The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS), 2025
Tensor-aggregated LoRA in Federated Fine-tuning
ZhiXuanLi*, Binqian Xu*, Xiangbo Shu, Jiachao Zhang, Yazhou Yao, Guo-Sen Xie, Jinhui Tang
International Conference on Computer Vision (ICCV), 2025
FedMLLM: Federated Fine-tuning MLLM on Multimodal Heterogeneity Data
Binqian Xu, Xiangbo Shu, Haiyang Mei, Guo-Sen Xie, Basura Fernando, Jinhui Tang
arXiv preprint arXiv:2411.14717, 2025
DoFIT: Domain-aware Federated Instruction Tuning with Alleviated Catastrophic Forgetting
Binqian Xu, Xiangbo Shu, Haiyang Mei, Zechen Bai, Basura Fernando, Mike Zheng Shou, Jinhui Tang
The Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS), 2024
Xiangbo Shu, Binqian Xu, Liyan Zhang, Jinhui Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2023
Binqian Xu, Xiangbo Shu, Jiachao Zhang, Guangzhao Dai, and Yan Song
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2023
Binqian Xu, Xiangbo Shu, and Yan Song
IEEE Transactions on Image Processing (IEEE TIP), 2022
🎖 Honors and Awards
- National Scholarship for PhD Students, 2025
- Excellent Doctoral Candidate Training Program, 2025
- National Scholarship for Studying Abroad, 2023
- Third Prize, 10th LanQiao Cup National Finals, 2019
- Bronze Medal, ICPC Xuzhou Site, 2018
- Bronze Medal, CCPC Jilin Site, 2018
- Third Prize, Hunan Collegiate Programming Contest, 2018
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Third Prize, 9th LanQiao Cup National Finals, 2018
