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Ravi Kumar

Combinatorial Optimization via LLM-driven Iterated Fine-tuning

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Mar 10, 2025
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PREM: Privately Answering Statistical Queries with Relative Error

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Feb 20, 2025
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Linear-Time User-Level DP-SCO via Robust Statistics

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Feb 13, 2025
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Scaling Embedding Layers in Language Models

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Feb 03, 2025
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Scaling Laws for Differentially Private Language Models

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Jan 31, 2025
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Balls-and-Bins Sampling for DP-SGD

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Dec 21, 2024
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LAuReL: Learned Augmented Residual Layer

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Nov 13, 2024
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Scalable DP-SGD: Shuffling vs. Poisson Subsampling

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Nov 06, 2024
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On Memorization of Large Language Models in Logical Reasoning

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Oct 30, 2024
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Differential Privacy on Trust Graphs

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Oct 15, 2024
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