pith. sign in
Pith Number

pith:XG2LM6VV

pith:2017:XG2LM6VVLPTI65OLBFVZ4R6HGM
not attested not anchored not stored refs pending

A Unified Game-Theoretic Approach to Multiagent Reinforcement Learning

Angeliki Lazaridou, Audrunas Gruslys, David Silver, Julien Perolat, Karl Tuyls, Marc Lanctot, Thore Graepel, Vinicius Zambaldi

arxiv:1711.00832 v2 · 2017-11-02 · cs.AI · cs.GT · cs.LG · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XG2LM6VVLPTI65OLBFVZ4R6HGM}

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 2026-05-18T00:31:11.077389Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b9b4b67ab55be68f75cb096b9e47c73331777de7b75d7eb4a75e5b095a45e355

Aliases

arxiv: 1711.00832 · arxiv_version: 1711.00832v2 · doi: 10.48550/arxiv.1711.00832 · pith_short_12: XG2LM6VVLPTI · pith_short_16: XG2LM6VVLPTI65OL · pith_short_8: XG2LM6VV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XG2LM6VVLPTI65OLBFVZ4R6HGM \
  | 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: b9b4b67ab55be68f75cb096b9e47c73331777de7b75d7eb4a75e5b095a45e355
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0910678a956fa472a96117be2b53ea47f7e22de5ae22ba94e6affbf8bd2a8126",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-11-02T17:34:24Z",
    "title_canon_sha256": "5c7b5fd148ac7cf758015b946784b6137d965e231888160d2e1174fc3e35f296"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.00832",
    "kind": "arxiv",
    "version": 2
  }
}