Pith Number

pith:ANQRXWMA

pith:2025:ANQRXWMAD4E7D3RVF4TG752ACE

not attested not anchored not stored refs pending

Multi-modal Synthetic Data Training and Model Collapse: Insights from VLMs and Diffusion Models

Jesse Thomason, Mohammad Rostami, Zizhao Hu

arxiv:2505.08803 v1 · 2025-05-10 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ANQRXWMAD4E7D3RVF4TG752ACE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

BlendFusion -- Scalable Synthetic Data Generation for Diffusion Model Training

Curated Synthetic Data Doesn't Have to Collapse: A Theoretical Study of Generative Retraining with Pluralistic Preferences

Receipt and verification

First computed	2026-07-05T11:02:44.597391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03611bd9801f09f1ee352f266ff7401120bdb61fcd65f62c14600ce2b679339b

Aliases

arxiv: 2505.08803 · arxiv_version: 2505.08803v1 · doi: 10.48550/arxiv.2505.08803 · pith_short_12: ANQRXWMAD4E7 · pith_short_16: ANQRXWMAD4E7D3RV · pith_short_8: ANQRXWMA

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/ANQRXWMAD4E7D3RVF4TG752ACE \
  | 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: 03611bd9801f09f1ee352f266ff7401120bdb61fcd65f62c14600ce2b679339b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "82a9ad5a31ca6ee3daefe4d20568f84fb1cac70f71458c04acb869244ff75850",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-10T22:42:29Z",
    "title_canon_sha256": "94797d8cb20c9b33468cc9678901d111573e8bd9e7dbbf630bb64cfcd2ef5b7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08803",
    "kind": "arxiv",
    "version": 1
  }
}