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Eli Chien

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Machine Unlearning of Pre-trained Large Language Models

Feb 23, 2024
Jin Yao, Eli Chien, Minxin Du, Xinyao Niu, Tianhao Wang, Zezhou Cheng, Xiang Yue

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Langevin Unlearning: A New Perspective of Noisy Gradient Descent for Machine Unlearning

Feb 01, 2024
Eli Chien, Haoyu Wang, Ziang Chen, Pan Li

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Breaking the Trilemma of Privacy, Utility, Efficiency via Controllable Machine Unlearning

Oct 28, 2023
Zheyuan Liu, Guangyao Dou, Yijun Tian, Chunhui Zhang, Eli Chien, Ziwei Zhu

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On the Inherent Privacy Properties of Discrete Denoising Diffusion Models

Oct 24, 2023
Rongzhe Wei, Eleonora Kreačić, Haoyu Wang, Haoteng Yin, Eli Chien, Vamsi K. Potluru, Pan Li

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Federated Classification in Hyperbolic Spaces via Secure Aggregation of Convex Hulls

Aug 14, 2023
Saurav Prakash, Jin Sima, Chao Pan, Eli Chien, Olgica Milenkovic

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Differentially Private Decoupled Graph Convolutions for Multigranular Topology Protection

Jul 12, 2023
Eli Chien, Wei-Ning Chen, Chao Pan, Pan Li, Ayfer Özgür, Olgica Milenkovic

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Representer Point Selection for Explaining Regularized High-dimensional Models

May 31, 2023
Che-Ping Tsai, Jiong Zhang, Eli Chien, Hsiang-Fu Yu, Cho-Jui Hsieh, Pradeep Ravikumar

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PINA: Leveraging Side Information in eXtreme Multi-label Classification via Predicted Instance Neighborhood Aggregation

May 21, 2023
Eli Chien, Jiong Zhang, Cho-Jui Hsieh, Jyun-Yu Jiang, Wei-Cheng Chang, Olgica Milenkovic, Hsiang-Fu Yu

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Unlearning Nonlinear Graph Classifiers in the Limited Training Data Regime

Nov 06, 2022
Chao Pan, Eli Chien, Olgica Milenkovic

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Certified Graph Unlearning

Jun 18, 2022
Eli Chien, Chao Pan, Olgica Milenkovic

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