Pith Number

pith:GKWA7NEC

pith:2022:GKWA7NECHNTYQ7IB63JRE4NAJG

not attested not anchored not stored refs pending

Human-AI Coordination via Human-Regularized Search and Learning

Adam Lerer, David J Wu, Hengyuan Hu, Jakob Foerster, Noam Brown

arxiv:2210.05125 v1 · 2022-10-11 · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GKWA7NECHNTYQ7IB63JRE4NAJG}

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-like autonomy emerges from self-play and a pinch of human data

Receipt and verification

First computed	2026-07-05T05:05:13.152932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32ac0fb4823b67887d01f6d31271a049adad84d166f989e50b179a8e00467f2a

Aliases

arxiv: 2210.05125 · arxiv_version: 2210.05125v1 · doi: 10.48550/arxiv.2210.05125 · pith_short_12: GKWA7NECHNTY · pith_short_16: GKWA7NECHNTYQ7IB · pith_short_8: GKWA7NEC

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/GKWA7NECHNTYQ7IB63JRE4NAJG \
  | 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: 32ac0fb4823b67887d01f6d31271a049adad84d166f989e50b179a8e00467f2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c419d2a1fd7a241a824e520f3dac473a4b295a6076a37dd7dbaf9952fdb667e4",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-10-11T03:46:12Z",
    "title_canon_sha256": "d223fd25959356edad30ffffce3d8e514cfddd5b5b7327ab47de8b45872ab33f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05125",
    "kind": "arxiv",
    "version": 1
  }
}