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Burak Çakmak

A Convergence Analysis of Approximate Message Passing with Non-Separable Functions and Applications to Multi-Class Classification

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Feb 13, 2024
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Analysis of Random Sequential Message Passing Algorithms for Approximate Inference

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Feb 16, 2022
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Exact solution to the random sequential dynamics of a message passing algorithm

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Jan 05, 2021
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A Dynamical Mean-Field Theory for Learning in Restricted Boltzmann Machines

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May 04, 2020
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Understanding the dynamics of message passing algorithms: a free probability heuristics

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Feb 03, 2020
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Analysis of Bayesian Inference Algorithms by the Dynamical Functional Approach

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Jan 14, 2020
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Convergent Dynamics for Solving the TAP Equations of Ising Models with Arbitrary Rotation Invariant Coupling Matrices

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Jan 24, 2019
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Expectation Propagation for Approximate Inference: Free Probability Framework

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May 09, 2018
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Self-Averaging Expectation Propagation

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Aug 23, 2016
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