121 citations · 287 across the 9 of their papers we have counts for
9 papers
Scaling Laws in Jet Classification
Joshua Batson, Yonatan Kahn
We demonstrate the emergence of scaling laws in the benchmark top versus QCD jet classification problem in collider physics. Six distinct physically-motivated classifiers exhibit p…
Topological Obstructions to Autoencoding
Joshua Batson, C. Grace Haaf, Yonatan Kahn +1
Autoencoders have been proposed as a powerful tool for model-independent anomaly detection in high-energy physics. The operating principle is that events which do not belong to the…
Patch2Self: Denoising Diffusion MRI with Self-Supervised Learning
Shreyas Fadnavis, Joshua Batson, Eleftherios Garyfallidis
Diffusion-weighted magnetic resonance imaging (DWI) is the only noninvasive method for quantifying microstructure and reconstructing white-matter pathways in the living human brain…
Image Deconvolution via Noise-Tolerant Self-Supervised Inversion
Hirofumi Kobayashi, Ahmet Can Solak, Joshua Batson +1
We propose a general framework for solving inverse problems in the presence of noise that requires no signal prior, no noise estimate, and no clean training data. We only require t…
Noise2Self: Blind Denoising by Self-Supervision
Joshua Batson, Loic Royer
We propose a general framework for denoising high-dimensional measurements which requires no prior on the signal, no estimate of the noise, and no clean training data. The only ass…
A Link Splitting Spectral Sequence in Khovanov Homology
Joshua Batson, Cotton Seed
We construct a new spectral sequence beginning at the Khovanov homology of a link and converging to the Khovanov homology of the disjoint union of its components. The page at which…