On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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3 results for “MMLE”

Momentum SVGD-EM for Accelerated Maximum Marginal Likelihood Estimationstat.ML

Accelerates MMLE using SVGD with Nesterov acceleration.

problem Maximum Marginal Likelihood Estimation optimization.

method Stein variational gradient descent with Nesterov acceleration.

result Consistently accelerates convergence across various tasks.

MMLE Stein variational gradient descent Nesterov acceleration coordinate descent probability measures

2026-03-09abs ↗pdf ↗

Learning Latent Energy-Based Models via Interacting Particle Langevin Dynamicsstat.ML

New method learns latent energy models using particle algorithms.

problem Learning latent variable models with energy priors.

method Continuous-time SDEs for MMLE, particle-based discretization.

result Practical algorithm converges to solve MMLE problem.

latent variable models energy-based models particle methods maximum marginal likelihood stochastic differential equations

2025-10-14abs ↗pdf ↗

Interacting Particle Langevin Algorithm for Maximum Marginal Likelihood Estimationstat.CO

Develops a new algorithm for estimating model parameters using interacting particle systems.

problem Estimating parameters of latent variable models.

method Interacting Particle Langevin Algorithm (IPLA) based on Langevin diffusion.

result Nonasymptotic optimisation error bounds for the estimator.

Maximum Marginal Likelihood Estimation Interacting Particle Systems Langevin Diffusion Geometric Ergodicity Optimisation Error Bounds

2023-03-23abs ↗pdf ↗