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Jingwei Li (李经纬) |
I am a PhD student at the Institute for Interdisciplinary Information Sciences (IIIS), Tsinghua University, advised by Professor Jingzhao Zhang. Previously, I received my B.S. degree in Mathematics from Tsinghua University in 2022.
My research lies at the intersection of theoretical and applied machine learning. On the theoretical side, I am interested in establishing provable guarantees for neural network generalization and control theory. On the applied side, my focus is on downstream tasks of diffusion models, such as image editing and membership inference attacks.
α–β indicates alphabetical author order, * indicates equal contribution.
Towards black-box membership inference attack for diffusion models [arxiv]
Jingwei Li , Jing Dong, Tianxing He, Jingzhao Zhang
International Conference on Machine Learning (ICML) 2025
Understanding Nonlinear Implicit Bias via Region Counts in Input Space [arxiv]
Jingwei Li* , Jing Xu*, Zifan Wang, Huishuai Zhang, Jingzhao Zhang
International Conference on Machine Learning (ICML) 2025
MutualNeRF: Improve the Performance of NeRF under Limited Samples with Mutual Information Theory [arxiv]
Zifan Wang*, Jingwei Li* , Yitang Li, Yunze Liu
International Conference on Uncertainty in Artificial Intelligence (UAI) 2025
Online Control with Adversarial Disturbance for Continuous-time Linear Systems [arxiv]
Jingwei Li , Jing Dong, Can Chang, Baoxiang Wang, Jingzhao Zhang
Conference on Neural Information Processing Systems (NeurIPS) 2024
Online Policy Optimization for Robust Markov Decision Process [arxiv]
(α–β) Jing Dong, Jingwei Li , Baoxiang Wang, Jingzhao Zhang
International Conference on Uncertainty in Artificial Intelligence (UAI) 2024
Iteratively learn diverse strategies with state distance information [arxiv]
Wei Fu, Weihua Du* , Jingwei Li* , Sunli Chen, Jingzhao Zhang, Yi Wu
Conference on Neural Information Processing Systems (NeurIPS) 2023
α–β indicates alphabetical author order, * indicates equal contribution.
Finite Sample Analyses for Continuous-time Linear Systems: System Identification and Online Control
Hongyi Zhou*, Jingwei Li* , Jingzhao Zhang