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09/12/2023
PreciseBugCollector: Extensible, Executable and Precise Bug-fix Collection
Bug datasets are vital for enabling deep learning techniques to address ...
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04/03/2023
High-dimensional scaling limits and fluctuations of online least-squares SGD with smooth covariance
We derive high-dimensional scaling limits and fluctuations for the onlin...
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03/07/2023
Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality
Langevin diffusions are rapidly convergent under appropriate functional ...
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03/01/2023
Mean-Square Analysis of Discretized Itô Diffusions for Heavy-tailed Sampling
We analyze the complexity of sampling from a class of heavy-tailed distr...
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11/15/2022
Regularized Stein Variational Gradient Flow
The Stein Variational Gradient Descent (SVGD) algorithm is an determinis...
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01/20/2022
Heavy-tailed Sampling via Transformed Unadjusted Langevin Algorithm
We analyze the oracle complexity of sampling from polynomially decaying ...
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11/06/2020
On the Ergodicity, Bias and Asymptotic Normality of Randomized Midpoint Sampling Method
The randomized midpoint method, proposed by [SL19], has emerged as an op...
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10/21/2020
