Pith Number

pith:PRP73VI7

pith:2022:PRP73VI7FSPIJYWMYB4UTGFDCB

not attested not anchored not stored refs pending

A General Learning Framework for Open Ad Hoc Teamwork Using Graph-based Policy Learning

Arrasy Rahman, Ignacio Carlucho, Niklas H\"opner, Stefano V. Albrecht

arxiv:2210.05448 v2 · 2022-10-11 · cs.MA · 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{PRP73VI7FSPIJYWMYB4UTGFDCB}

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.

Receipt and verification

First computed	2026-07-05T07:06:20.620903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c5ffdd51f2c9e84e2ccc0794998a3107325ea6e1b81c10295132daf66ee6a92

Aliases

arxiv: 2210.05448 · arxiv_version: 2210.05448v2 · doi: 10.48550/arxiv.2210.05448 · pith_short_12: PRP73VI7FSPI · pith_short_16: PRP73VI7FSPIJYWM · pith_short_8: PRP73VI7

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/PRP73VI7FSPIJYWMYB4UTGFDCB \
  | 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: 7c5ffdd51f2c9e84e2ccc0794998a3107325ea6e1b81c10295132daf66ee6a92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a66a778cebf4864e56e5faf48f481d27384b1c60ae99ed061ecc675b98769771",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-10-11T13:44:44Z",
    "title_canon_sha256": "8636bb3d19c531ac0e78796bdf4c8f16fcfdd5ea724a6c1043e739b8a8ee89cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05448",
    "kind": "arxiv",
    "version": 2
  }
}