Pith Number

pith:7YMIYPI2

pith:2022:7YMIYPI2VU65YY5NUCI67ZWSMW

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning is a Sequence Modeling Problem

Jakub Grudzien Kuba, Jun Wang, Muning Wen, Runji Lin, Weinan Zhang, Yaodong Yang, Ying Wen

arxiv:2205.14953 v3 · 2022-05-30 · cs.MA · 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{7YMIYPI2VU65YY5NUCI67ZWSMW}

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	2026-07-05T05:11:22.267239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe188c3d1aad3ddc63ada091efe6d265b502cd13a949f20ef685b7cb85f6b8ae

Aliases

arxiv: 2205.14953 · arxiv_version: 2205.14953v3 · doi: 10.48550/arxiv.2205.14953 · pith_short_12: 7YMIYPI2VU65 · pith_short_16: 7YMIYPI2VU65YY5N · pith_short_8: 7YMIYPI2

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/7YMIYPI2VU65YY5NUCI67ZWSMW \
  | 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: fe188c3d1aad3ddc63ada091efe6d265b502cd13a949f20ef685b7cb85f6b8ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0f8fc7e48bb1749e4f99819c4a054de0db85d2c64b7bea785786d78d6b4c085",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-05-30T09:39:45Z",
    "title_canon_sha256": "67c7a2ad79c85d528d9c1acedae1295271d0a0f3a5064ee1cea859110d56ea1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14953",
    "kind": "arxiv",
    "version": 3
  }
}