Pith Number

pith:4USJJQBM

pith:2025:4USJJQBMWZHME4BU2XGVV4XBMY

not attested not anchored not stored refs pending

Recursive Learning Without Collapse: A Weighting-Based Stabilization Framework

Guang Cheng, Hengzhi He, Shirong Xu

arxiv:2502.18049 v5 · 2025-02-25 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4USJJQBMWZHME4BU2XGVV4XBMY}

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

When Does Model Collapse Occur in Structured Interactive Learning?

Receipt and verification

First computed	2026-06-19T16:09:47.980778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e52494c02cb64ec27034d5cd5af2e166105dab3a897852029a2d7ee71f5585df

Aliases

arxiv: 2502.18049 · arxiv_version: 2502.18049v5 · doi: 10.48550/arxiv.2502.18049 · pith_short_12: 4USJJQBMWZHM · pith_short_16: 4USJJQBMWZHME4BU · pith_short_8: 4USJJQBM

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/4USJJQBMWZHME4BU2XGVV4XBMY \
  | 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: e52494c02cb64ec27034d5cd5af2e166105dab3a897852029a2d7ee71f5585df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4695b021015a6236dab836c3be6bc4db98bbbf47668d8cef46cd47b762ed5f9b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-25T10:15:16Z",
    "title_canon_sha256": "10650ca4fbecc4eda937bde0868eb839dca55dec6677eb1b318dc6d66127714b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18049",
    "kind": "arxiv",
    "version": 5
  }
}