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Guang Cheng

Purdue

Rate-Optimal Rank Aggregation with Private Pairwise Rankings

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Feb 26, 2024
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Bayes-Optimal Fair Classification with Linear Disparity Constraints via Pre-, In-, and Post-processing

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Feb 06, 2024
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Benefits of Transformer: In-Context Learning in Linear Regression Tasks with Unstructured Data

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Feb 01, 2024
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Better Representations via Adversarial Training in Pre-Training: A Theoretical Perspective

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Jan 26, 2024
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A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models

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Jan 14, 2024
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Improve Fidelity and Utility of Synthetic Credit Card Transaction Time Series from Data-centric Perspective

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Jan 01, 2024
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Downstream Task-Oriented Generative Model Selections on Synthetic Data Training for Fraud Detection Models

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Jan 01, 2024
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MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks

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Dec 11, 2023
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AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing

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Oct 24, 2023
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Improve Deep Forest with Learnable Layerwise Augmentation Policy Schedule

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Sep 16, 2023
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