ICML Weight-Space Symmetries keynote slides survey weight-space learning

orvieto_antonio · x · 2026-11-05

Damian Borth shared his keynote slides from the ICML Workshop on Weight-Space Symmetries, surveying "weight-space programming": treating neural network weights as a novel modality. The slides map the field's method families — encoder-only, decoder-only (INR/RNN), autoencoders, and equivariant/GNN models — with a large comparison table.

Related event: ICML Keynote Proposes "Weight-Space Learning" as New ML Paradigm(2 posts)→

Original post →

More from Research

Research channel →