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20152024
most citedLearning and Testing Causal Models with Interventions

22 citations · 26 across the 6 of their papers we have counts for

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cs.LG2024

The Poisson Midpoint Method for Langevin Dynamics: Provably Efficient Discretization for Diffusion Models

Saravanan Kandasamy, Dheeraj Nagaraj

Langevin Dynamics is a Stochastic Differential Equation (SDE) central to sampling and generative modeling and is implemented via time discretization. Langevin Monte Carlo (LMC), ba…