Pith. sign in
Pith Number

pith:PDPOFCW7

pith:2022:PDPOFCW74CLGFZV3K2MXAT4QV2
not attested not anchored not stored refs pending

Generalization in Cooperative Multi-Agent Systems

Anuj Mahajan, Benjamin Ellis, Mikayel Samvelyan, Mingfei Sun, Shimon Whiteson, Tarun Gupta, Tim Rockt\"aschel

arxiv:2202.00104 v2 · 2022-01-31 · cs.LG · cs.AI · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PDPOFCW74CLGFZV3K2MXAT4QV2}

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 2026-07-05T03:58:36.187045Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

78dee28adfe09662e6bb5699704f90ae89d62dc8ec55fdf62852d934febe711d

Aliases

arxiv: 2202.00104 · arxiv_version: 2202.00104v2 · doi: 10.48550/arxiv.2202.00104 · pith_short_12: PDPOFCW74CLG · pith_short_16: PDPOFCW74CLGFZV3 · pith_short_8: PDPOFCW7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PDPOFCW74CLGFZV3K2MXAT4QV2 \
  | 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: 78dee28adfe09662e6bb5699704f90ae89d62dc8ec55fdf62852d934febe711d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d8d86c7aabca74ec09c4df5668d1b5ebc0e3881f4e325141e9c75d6d9eae20eb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-31T21:39:56Z",
    "title_canon_sha256": "3d1824984400b7c132b22c3bcfebccef9618068303fb7a557a2086aa99023161"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.00104",
    "kind": "arxiv",
    "version": 2
  }
}