💻 Selected Research Papers
My full paper list is shown at my personal homepage.
🎙 Federated Learning Generalization
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AAAI 2025Stability and Generalization of Zeroth-Order Decentralized Stochastic Gradient Descent with Changing Topology Xiaolin Hu, Zixuan Gong, Gengze Xu, Wei Liu, Jian Luan, Bin Wang, Yong Liu, AAAI 2025 -
ICLR 2023Generalization Bounds for Federated Learning: Fast Rates, Unparticipating Clients and Unbounded Losses Xiaolin Hu, Shaojie Li, Yong Liu, Video
🧑🎨 Large Language Models
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NeurIPS 2024Enhancing In-Context Learning with just SVD-Based Pruning: A Theoretical Perspective Xinhao Yao, Xiaolin Hu, Shenzhi Yang, Yong Liu, NeurIPS 2024 -
COLING 2025PMSS: Pretrained Matrices Skeleton Selection for LLM Fine-tuning Qibin Wang, Xiaolin Hu, Weikai Xu, Wei Liu, Jian Luan, Bin Wang, COLING 2025 -
KDD 2024Neural Retrievers are Biased Towards LLM-Generated Content Sunhao Dai, Yuqi Zhou, Liang Pang, Weihao Liu, Xiaolin Hu, Yong Liu, Xiao Zhang, Gang Wang, Jun Xu, KDD 2024
🧬 AI+Science
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APMC 2020A Deep Learning Framework for Solving Rectangular Waveguide Problems Xiaolin Hu, Nicholas E. Buri, (Oral) | -
APMC 2019Capacity Estimation of MIMO Systems via Support Vector Regression Xiaolin Hu, Nicholas E. Buri, (Oral) -
APMC 2020Multiple Signal DoA Estimation with Unknown Electromagnetic Coupling using Gaussian Process Qifeng Wang, Nicholas E. Buris, Xiaolin Hu, APMC 2020
🚍 Others
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ICIP 20213D Grid Transformation Network For Point Cloud Completion Xiaobao Deng, Xiaolin Hu, Nicholas E. Buris, Ping An, Yilei Chen -
Wavelength-tunable Q-switched fiber laser based on a 45 tilted fiber grating Xiaolin Hu, Zhijun Yan, Qianqian Huang, Chuanhang Zou, Tianxing Wang, Chengbo Mou, Opto-Electronic Engineering 2018