conftrace_

generating function

8 papers

Explore in graph

Co-occurring keywords · papers mentioning both

probabilistic circuit (2) stochastic gradient descent (2) exact derivative (1) strongly rayleigh distribution (1) probabilistic generating circuit (1) neural network (1) polynomial method (1) gradient delay (1) symplectic map (1) polynomial semantics (1)

Papers

Polynomial Semantics of Tractable Probabilistic Circuits UAI 2024 A view of mini-batch SGD via generating functions: conditions of convergence, phase transitions, benefit from negative momenta. ICLR 2023 Data-driven Prediction of General Hamiltonian Dynamics via Learning Exactly-Symplectic Maps ICML 2021 Probabilistic Generating Circuits ICML 2021 A Tight Convergence Analysis for Stochastic Gradient Descent with Delayed Updates ALT 2020 A sum-product algorithm with polynomials for computing exact derivatives of the likelihood in Bayesian networks PGM 2018 Probabilistic Inference with Generating Functions for Poisson Latent Variable Models NeurIPS 2016 Comparative Analysis of Viterbi Training and Maximum Likelihood Estimation for HMMs NeurIPS 2011