Pith Number

pith:RGZXJO2T

pith:2024:RGZXJO2T3HKX2JQVP4ZOXQJJR5

not attested not anchored not stored refs pending

Is Model Collapse Inevitable? Breaking the Curse of Recursion by Accumulating Real and Synthetic Data

Andrey Gromov, Apratim Dey, Daniel A. Roberts, David L. Donoho, Dhruv Pai, Diyi Yang, Henry Sleight, John Hughes, Matthias Gerstgrasser, Rafael Rafailov, Rajashree Agrawal, Rylan Schaeffer, Sanmi Koyejo, Tomasz Korbak

arxiv:2404.01413 v2 · 2024-04-01 · cs.LG · cs.AI · cs.CL · cs.ET · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RGZXJO2T3HKX2JQVP4ZOXQJJR5}

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

12 papers in Pith

Elias in the Lighthouse, Again? Diagnosing Low Diversity in LLM Stories

Reinforcement Learning from Human Feedback

The Economics of Model Collapse: Equilibrium, Welfare, and Optimal Provenance Subsidies in Synthetic Data Markets

FuXi-TC: A generative framework integrating deep learning and physics-based models for improved tropical cyclone forecasts

Drift and selection in LLM text ecosystems

Receipt and verification

First computed	2026-07-05T08:13:31.449990Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89b374bb53d9d57d26157f32ebc1298f7b9de6def47520f610193141c8f7aea0

Aliases

arxiv: 2404.01413 · arxiv_version: 2404.01413v2 · doi: 10.48550/arxiv.2404.01413 · pith_short_12: RGZXJO2T3HKX · pith_short_16: RGZXJO2T3HKX2JQV · pith_short_8: RGZXJO2T

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/RGZXJO2T3HKX2JQVP4ZOXQJJR5 \
  | 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: 89b374bb53d9d57d26157f32ebc1298f7b9de6def47520f610193141c8f7aea0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eec5a946adfcfe1d88cd8071e870ba1df5a88c8e28e5f573fc87be87ae846cee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.ET",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-01T18:31:24Z",
    "title_canon_sha256": "6294c8fe5521f37310c73f4c9184935437a58a42660f022557eec9cb32d44001"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.01413",
    "kind": "arxiv",
    "version": 2
  }
}