Pith Number

pith:XDNM33BL

pith:2024:XDNM33BLSRPQPUEGSQKCWI33LM

not attested not anchored not stored refs pending

Model Collapse Demystified: The Case of Regression

Elvis Dohmatob, Julia Kempe, Yunzhen Feng

arxiv:2402.07712 v2 · 2024-02-12 · cs.LG · cs.AI · 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{XDNM33BLSRPQPUEGSQKCWI33LM}

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

Adynamical systems view of training generativemodels and the memorization phenomenon

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

Receipt and verification

First computed	2026-07-05T08:14:03.836284Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8dacdec2b945f07d08694142b237b5b28636c12c08404e6545148eaa847956e

Aliases

arxiv: 2402.07712 · arxiv_version: 2402.07712v2 · doi: 10.48550/arxiv.2402.07712 · pith_short_12: XDNM33BLSRPQ · pith_short_16: XDNM33BLSRPQPUEG · pith_short_8: XDNM33BL

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/XDNM33BLSRPQPUEGSQKCWI33LM \
  | 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: b8dacdec2b945f07d08694142b237b5b28636c12c08404e6545148eaa847956e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cfa3a88153b88fb36eaa331d758f0fd390f8c393e50c3d7777a1c2e7838934b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T15:26:01Z",
    "title_canon_sha256": "5733244edcc1b9525ae6468fe2c13435ae65cf76f20a89f8b0f42f90de05edc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07712",
    "kind": "arxiv",
    "version": 2
  }
}