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Sewoong Oh

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On the Convergence of Differentially-Private Fine-tuning: To Linearly Probe or to Fully Fine-tune?

Feb 29, 2024
Shuqi Ke, Charlie Hou, Giulia Fanti, Sewoong Oh

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Privacy-Preserving Instructions for Aligning Large Language Models

Feb 21, 2024
Da Yu, Peter Kairouz, Sewoong Oh, Zheng Xu

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DeepPolar: Inventing Nonlinear Large-Kernel Polar Codes via Deep Learning

Feb 14, 2024
S Ashwin Hebbar, Sravan Kumar Ankireddy, Hyeji Kim, Sewoong Oh, Pramod Viswanath

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Label Poisoning is All You Need

Oct 29, 2023
Rishi D. Jha, Jonathan Hayase, Sewoong Oh

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DPZero: Dimension-Independent and Differentially Private Zeroth-Order Optimization

Oct 14, 2023
Liang Zhang, Kiran Koshy Thekumparampil, Sewoong Oh, Niao He

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Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning

Oct 06, 2023
Liam Collins, Shanshan Wu, Sewoong Oh, Khe Chai Sim

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On the Connection between Pre-training Data Diversity and Fine-tuning Robustness

Jul 24, 2023
Vivek Ramanujan, Thao Nguyen, Sewoong Oh, Ludwig Schmidt, Ali Farhadi

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Private Federated Learning with Autotuned Compression

Jul 20, 2023
Enayat Ullah, Christopher A. Choquette-Choo, Peter Kairouz, Sewoong Oh

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Improving Multimodal Datasets with Image Captioning

Jul 19, 2023
Thao Nguyen, Samir Yitzhak Gadre, Gabriel Ilharco, Sewoong Oh, Ludwig Schmidt

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Unleashing the Power of Randomization in Auditing Differentially Private ML

May 29, 2023
Krishna Pillutla, Galen Andrew, Peter Kairouz, H. Brendan McMahan, Alina Oprea, Sewoong Oh

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