Pith Number

pith:BZY4HYLF

pith:2024:BZY4HYLFNUCUDOJER5JCL55Q5J

not attested not anchored not stored refs pending

Learning by Surprise: Adaptive Mitigation of Model Collapse in Large Language Models

Alistair Knott, Daniele Gambetta, Dino Pedreschi, Fosca Giannotti, Gizem Gezici, Luca Pappalardo

arxiv:2410.12341 v4 · 2024-10-16 · cs.CL · 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{BZY4HYLFNUCUDOJER5JCL55Q5J}

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

3 papers in Pith

The MMM Data Model -- A Normative Specification for Knowledge Interoperability in a Decentralisable Knowledge Commons

Entropy Minimization without Model Collapse: Mitigating Prediction Bias in Medical Imaging

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

Receipt and verification

First computed	2026-07-01T01:17:38.281468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e71c3e1656d0541b9248f5225f7b0ea6570253f4c314e3c9323edf91232aec4

Aliases

arxiv: 2410.12341 · arxiv_version: 2410.12341v4 · doi: 10.48550/arxiv.2410.12341 · pith_short_12: BZY4HYLFNUCU · pith_short_16: BZY4HYLFNUCUDOJE · pith_short_8: BZY4HYLF

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/BZY4HYLFNUCUDOJER5JCL55Q5J \
  | 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: 0e71c3e1656d0541b9248f5225f7b0ea6570253f4c314e3c9323edf91232aec4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10df019373c94f9141047c49d7c6782f339ad97bdd3b0030db271d2778d77f91",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-16T08:02:48Z",
    "title_canon_sha256": "ed80e96fd6911b031e337dfc67488b4a7a59bb7a7fbe870ca4f27711a380b619"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12341",
    "kind": "arxiv",
    "version": 4
  }
}