Pith Number

pith:VKKK6UWZ

pith:2022:VKKK6UWZKLTTM5ESIP7GOEM7DA

not attested not anchored not stored refs pending

MA2QL: A Minimalist Approach to Fully Decentralized Multi-Agent Reinforcement Learning

Chuang Gan, Jiechuan Jiang, Kefan Su, Siyuan Zhou, Xiangjun Wang, Zongqing Lu

arxiv:2209.08244 v2 · 2022-09-17 · 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{VKKK6UWZKLTTM5ESIP7GOEM7DA}

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	2026-07-05T05:39:20.071577Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa94af52d952e736749243fe67119f180d427663d4657a540cc34859581e682e

Aliases

arxiv: 2209.08244 · arxiv_version: 2209.08244v2 · doi: 10.48550/arxiv.2209.08244 · pith_short_12: VKKK6UWZKLTT · pith_short_16: VKKK6UWZKLTTM5ES · pith_short_8: VKKK6UWZ

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/VKKK6UWZKLTTM5ESIP7GOEM7DA \
  | 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: aa94af52d952e736749243fe67119f180d427663d4657a540cc34859581e682e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e960bb7d0f908d5b7b4990d8d44d70818ecbca3966e7cf7f4b3e4103ec74c89",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-17T04:54:32Z",
    "title_canon_sha256": "e57d753ec474e7e2a98d5ef47a9d61b185311995e27a47f3ceb22b347d0b8dc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.08244",
    "kind": "arxiv",
    "version": 2
  }
}