Pith Number

pith:XL63ECXN

pith:2022:XL63ECXNAM5VA2736X3XJNIS54

not attested not anchored not stored refs pending

Stateful active facilitator: Coordination and Environmental Heterogeneity in Cooperative Multi-Agent Reinforcement Learning

Anirudh Goyal, Cristian Meo, Dianbo Liu, Michael Mozer, Nicolas Heess, Oussama Boussif, Tianmin Shu, Vedant Shah, Yoshua Bengio

arxiv:2210.03022 v3 · 2022-10-04 · cs.AI · 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{XL63ECXNAM5VA2736X3XJNIS54}

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	2026-07-05T06:58:06.323507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bafdb20aed033b506bfbf5f774b512ef35f82dbfc3262c34ab3a945be0d7c4c4

Aliases

arxiv: 2210.03022 · arxiv_version: 2210.03022v3 · doi: 10.48550/arxiv.2210.03022 · pith_short_12: XL63ECXNAM5V · pith_short_16: XL63ECXNAM5VA273 · pith_short_8: XL63ECXN

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/XL63ECXNAM5VA2736X3XJNIS54 \
  | 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: bafdb20aed033b506bfbf5f774b512ef35f82dbfc3262c34ab3a945be0d7c4c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6542cfd40b6015c9752626703e1239bcf912252ef6140cfbdf0781e76c38252e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-10-04T18:17:01Z",
    "title_canon_sha256": "5c8e90cb93696eb48f0991a281f66f94cb249dce0f46521447f344520997ea7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03022",
    "kind": "arxiv",
    "version": 3
  }
}