Pith Number

pith:TQ7VVT7H

pith:2023:TQ7VVT7HEZEFSN33YYXAGMALM2

not attested not anchored not stored refs pending

Diffusion Models Generate Images Like Painters: an Analytical Theory of Outline First, Details Later

Binxu Wang, John J. Vastola

arxiv:2303.02490 v2 · 2023-03-04 · cs.CV · cs.AI · cs.GR · cs.NE

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\usepackage{pith}
\pithnumber{TQ7VVT7HEZEFSN33YYXAGMALM2}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

12 papers in Pith

Steering Optimisation Trajectories in Diffusion Representation Learning

Statistical Properties of Training & Generalization

Evaluating the Representation Space of Diffusion Models via Self-Supervised Principles

Statistical Properties of Training & Generalization

Intermediate Text Representation Guided Text-to-Image Generation for Enhancing One-and-Only Alignment

Receipt and verification

First computed	2026-07-05T08:00:32.101694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c3f5acfe7264859377bc62e03300b66aed8a47b4e7182ef1c820d8fcd8bbfa7

Aliases

arxiv: 2303.02490 · arxiv_version: 2303.02490v2 · doi: 10.48550/arxiv.2303.02490 · pith_short_12: TQ7VVT7HEZEF · pith_short_16: TQ7VVT7HEZEFSN33 · pith_short_8: TQ7VVT7H

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/TQ7VVT7HEZEFSN33YYXAGMALM2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 9c3f5acfe7264859377bc62e03300b66aed8a47b4e7182ef1c820d8fcd8bbfa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99b9f4c30c96c15f8a1a378c12e56f4aa244461bfd2a27f40cf0228fb3d06b93",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GR",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-04T20:08:57Z",
    "title_canon_sha256": "e28c0eb252ab1d424cc0d367f8e6e45061a89e3ac5fe54dc820e744a2e832a5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02490",
    "kind": "arxiv",
    "version": 2
  }
}