Search Results for author: Pedro Soto

Found 4 papers, 0 papers with code

Algebraic identifiability of partial differential equation models

no code implementations6 Feb 2024 Helen Byrne, Heather Harrington, Alexey Ovchinnikov, Gleb Pogudin, Hamid Rahkooy, Pedro Soto

This problem has been intensively studied for ordinary differential equation models, with theory and several efficient algorithms and software packages developed.

More Efficient Identifiability Verification in ODE Models by Reducing Non-Identifiability

no code implementations4 Apr 2022 Ilia Ilmer, Alexey Ovchinnikov, Gleb Pogudin, Pedro Soto

Structural global parameter identifiability indicates whether one can determine a parameter's value from given inputs and outputs in the absence of noise.

Locally Random Alloy Codes with Channel Coding Theorems for Distributed Matrix Multiplication

no code implementations7 Feb 2022 Pedro Soto, Haibin Guan, Jun Li

Matrix multiplication is a fundamental operation in machine learning and is commonly distributed into multiple parallel tasks for large datasets.

Lightweight Projective Derivative Codes for Compressed Asynchronous Gradient Descent

no code implementations31 Jan 2022 Pedro Soto, Ilia Ilmer, Haibin Guan, Jun Li

Coded distributed computation has become common practice for performing gradient descent on large datasets to mitigate stragglers and other faults.

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