Pith Number

pith:ZP3PEJDJ

pith:2012:ZP3PEJDJMSJKWPA3PBSH3H7ALY

not attested not anchored not stored refs pending

Isoelastic Agents and Wealth Updates in Machine Learning Markets

Amos Storkey (University of Edinburgh), Jono Millin (University of Edinburgh), Krzysztof Geras (University of Edinburgh)

arxiv:1206.6443 v2 · 2012-06-27 · cs.LG · cs.GT · 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{ZP3PEJDJMSJKWPA3PBSH3H7ALY}

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

Human-AI Collaboration for Estimating Scientific Replicability

Receipt and verification

First computed	2026-05-18T03:46:18.267647Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbf6f224696492ab3c1b78647d9fe05e24e75ff648f334d05e6cda84ec5c2f5f

Aliases

arxiv: 1206.6443 · arxiv_version: 1206.6443v2 · doi: 10.48550/arxiv.1206.6443 · pith_short_12: ZP3PEJDJMSJK · pith_short_16: ZP3PEJDJMSJKWPA3 · pith_short_8: ZP3PEJDJ

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/ZP3PEJDJMSJKWPA3PBSH3H7ALY \
  | 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: cbf6f224696492ab3c1b78647d9fe05e24e75ff648f334d05e6cda84ec5c2f5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f94cae9a314ca8d5a19c5ecff545d4f7aef78ffb9ff0fec8104cda6b493f953",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-06-27T19:59:59Z",
    "title_canon_sha256": "a78ded64ad1c215eb66c54f9bded96c519b2e31d046088b26029b9622ffddbdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1206.6443",
    "kind": "arxiv",
    "version": 2
  }
}