Pith Number

pith:YDJ2XWWT

pith:2026:YDJ2XWWTDX7XU5NG43HBEL6QIF

not attested not anchored not stored refs pending

Language Generation with Replay: A Learning-Theoretic View of Model Collapse

Amartya Sanyal, Giorgio Racca, Michal Valko

arxiv:2603.11784 v2 · 2026-03-12 · cs.LG · 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{YDJ2XWWTDX7XU5NG43HBEL6QIF}

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

1 paper in Pith

On Computational Hardness of Mistake-Bounded Language Generation: A Random-Oracle Query Separation

Receipt and verification

First computed	2026-07-07T02:18:37.153930Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0d3abdad31dff7a75a6e6ce122fd041555ab5da60aed16fc032174c4492339d

Aliases

arxiv: 2603.11784 · arxiv_version: 2603.11784v2 · doi: 10.48550/arxiv.2603.11784 · pith_short_12: YDJ2XWWTDX7X · pith_short_16: YDJ2XWWTDX7XU5NG · pith_short_8: YDJ2XWWT

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/YDJ2XWWTDX7XU5NG43HBEL6QIF \
  | 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: c0d3abdad31dff7a75a6e6ce122fd041555ab5da60aed16fc032174c4492339d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1a9711d8f7151b6a9bf6a7fda800ea4b9bcb8e5476a567c28568fbd6d4d96a6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-12T10:44:17Z",
    "title_canon_sha256": "0a82030e20bc1168f15106815a8f4b065cfb3338deb1f92be9f28c6beb8f45a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.11784",
    "kind": "arxiv",
    "version": 2
  }
}