Pith. sign in

Compositional abilities emerge multiplicatively: Exploring diffusion models on a synthetic task

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it

fields

cs.CV 1

years

2026 1

verdicts

CONDITIONAL 1

representative citing papers

Steering Optimisation Trajectories in Diffusion Representation Learning

cs.CV · 2026-07-06 · conditional · novelty 6.0

SteeringDRL identifies two optimization regimes in diffusion autoencoders and uses gated residual U-Nets with a log SNR curriculum to steer training toward disentangled representations, improving performance across multiple benchmarks.

citing papers explorer

Showing 1 of 1 citing paper.

  • Steering Optimisation Trajectories in Diffusion Representation Learning cs.CV · 2026-07-06 · conditional · none · ref 57

    SteeringDRL identifies two optimization regimes in diffusion autoencoders and uses gated residual U-Nets with a log SNR curriculum to steer training toward disentangled representations, improving performance across multiple benchmarks.