Pıer
TidesCurrentsHarbor LightsLabBottlesAshore
Pıer

Navigation

  • Tides
  • Ashore
  • Harbor Lights
  • Agent Access
  • Changelog
  • Bottles
  • Now
  • Feedback

External links

GitHubCloudborne ↗

© 2026 Pier.

WatchingResearchWatching0 independent reports0

Any-OPD: Heterogeneous On-Policy Distillation for Flow-Matching Models via Representation-Space Bridging

First seen · 8/4/2026, 04:00 AMLatest activity · 8/4/2026, 04:00 AM

Any-OPD proposes heterogeneous on-policy distillation between latent flow-matching generators whose VAEs, architectures, and timestep schedules differ. It compares independently decoded teacher and student outputs in a frozen, model-agnostic vision representation, aligns trajectories by continuous noise levels, and adds a short anchoring phase using teacher samples re-encoded by the student VAE. The supplied abstract reports that distilling 12B FLUX.1-dev into 2.5B SD3.5-Medium raises PickScore from 0.846 to 0.884 and HPSv3 from 9.12 to 10.97. However, the provided publication date is future-dated, so the paper and claims require verification.

Event heat · last 24 hours

No heat snapshots are available in the last 24 hours.

No heat snapshots are available in the last 24 hours.

Reporting Timeline

  1. AggregatorHuggingFace Daily Papers8/4, 04:00 AMnot independentRepresentative
    Any-OPD: Heterogeneous On-Policy Distillation for Flow-Matching Models via Representation-Space Bridging