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02/07/2023
Concept Algebra for Text-Controlled Vision Models
This paper concerns the control of text-guided generative models, where ...
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07/25/2022
Statistical Inference with Stochastic Gradient Algorithms
Tuning of stochastic gradient algorithms (SGAs) for optimization and sam...
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07/13/2020
Relaxing the I.I.D. Assumption: Adaptive Minimax Optimal Sequential Prediction with Expert Advice
We consider sequential prediction with expert advice when the data are g...
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04/27/2020
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms
The information-theoretic framework of Russo and J. Zou (2016) and Xu an...
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12/09/2019
In Defense of Uniform Convergence: Generalization via derandomization with an application to interpolating predictors
We propose to study the generalization error of a learned predictor ĥ in...
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11/06/2019
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates
In this work, we improve upon the stepwise analysis of noisy iterative l...
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02/18/2019