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06/28/2023
Stochastic Methods in Variational Inequalities: Ergodicity, Bias and Refinements
For min-max optimization and variational inequalities problems (VIP) enc...
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05/30/2023
Dissecting Chain-of-Thought: A Study on Compositional In-Context Learning of MLPs
Chain-of-thought (CoT) is a method that enables language models to handl...
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02/15/2023
The Expressive Power of Tuning Only the Norm Layers
Feature normalization transforms such as Batch and Layer-Normalization h...
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01/30/2023
Looped Transformers as Programmable Computers
We present a framework for using transformer networks as universal compu...
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10/17/2022
On the convergence of policy gradient methods to Nash equilibria in general stochastic games
Learning in stochastic games is a notoriously difficult problem because,...
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01/12/2021
