Implicit regularization of SGD in a linear model

A brief mathematical result

September 28, 2022 · 3 min · 595 words · Max Shen

Treating high-dimensional prediction/generation as optimization

Exploring connections between diffusion models, alphafold’s recycling, structured prediction energy networks, and manifold learning.

August 29, 2022 · 11 min · 2154 words · Max Shen

Primer on Score-based Generative Models

An introduction

August 14, 2022 · 8 min · 1692 words · Max Shen

Implicit Differentiation through Equilibria

An introduction.

July 20, 2022 · 9 min · 1823 words · Max Shen, Jan-Christian Huetter

On KL Divergence in Discrete Spaces

KL behaves differently in discrete spaces than in continuous spaces.

July 12, 2022 · 11 min · 2237 words · Max Shen, Nathaniel Diamant