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08/28/2023
RecMind: Large Language Model Powered Agent For Recommendation
Recent advancements in instructing Large Language Models (LLMs) to utili...
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01/09/2022
Stability Based Generalization Bounds for Exponential Family Langevin Dynamics
We study generalization bounds for noisy stochastic mini-batch iterative...
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07/07/2020
Bypassing the Ambient Dimension: Private SGD with Gradient Subspace Identification
Differentially private SGD (DP-SGD) is one of the most popular methods f...
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06/24/2020
Private Stochastic Non-Convex Optimization: Adaptive Algorithms and Tighter Generalization Bounds
We study differentially private (DP) algorithms for stochastic non-conve...
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02/23/2020
De-randomized PAC-Bayes Margin Bounds: Applications to Non-convex and Non-smooth Predictors
In spite of several notable efforts, explaining the generalization of de...
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07/24/2019