Search Results for author: Saifuddin Syed

Found 2 papers, 2 papers with code

A Unified Framework for U-Net Design and Analysis

1 code implementation NeurIPS 2023 Christopher Williams, Fabian Falck, George Deligiannidis, Chris Holmes, Arnaud Doucet, Saifuddin Syed

U-Nets are a go-to, state-of-the-art neural architecture across numerous tasks for continuous signals on a square such as images and Partial Differential Equations (PDE), however their design and architecture is understudied.

Image Segmentation Semantic Segmentation

Parallel Tempering on Optimized Paths

1 code implementation15 Feb 2021 Saifuddin Syed, Vittorio Romaniello, Trevor Campbell, Alexandre Bouchard-Côté

Parallel tempering (PT) is a class of Markov chain Monte Carlo algorithms that constructs a path of distributions annealing between a tractable reference and an intractable target, and then interchanges states along the path to improve mixing in the target.

Computation 65C05

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