Pith Number

pith:D6AH2MBT

pith:2022:D6AH2MBTWFFKZB3QTFZSUJ4GJJ

not attested not anchored not stored refs pending

Off-Beat Multi-Agent Reinforcement Learning

Bo An, Changjie Fan, Jianye Hao, Rundong Wang, Svetlana Obraztsova, Wei Qiu, Weixun Wang, Yingfeng Chen, Yujing Hu, Zinovi Rabinovich

arxiv:2205.13718 v2 · 2022-05-27 · cs.MA · 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{D6AH2MBTWFFKZB3QTFZSUJ4GJJ}

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	2026-07-05T04:33:00.266681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f807d3033b14aac877099732a27864a47a65bf95a4e017adf98260d37c89964

Aliases

arxiv: 2205.13718 · arxiv_version: 2205.13718v2 · doi: 10.48550/arxiv.2205.13718 · pith_short_12: D6AH2MBTWFFK · pith_short_16: D6AH2MBTWFFKZB3Q · pith_short_8: D6AH2MBT

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/D6AH2MBTWFFKZB3QTFZSUJ4GJJ \
  | 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: 1f807d3033b14aac877099732a27864a47a65bf95a4e017adf98260d37c89964

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f234a2cb61d161f0241b69544632e5bf5e82de27f73308e95ae82d989592ae3e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-05-27T02:21:04Z",
    "title_canon_sha256": "257777d445f3037af36dd51dcb33ca7f93f85cecd12c9e2ccdbe5ebb0d805dfb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13718",
    "kind": "arxiv",
    "version": 2
  }
}