Pith Number

pith:MUBPBVIF

pith:2022:MUBPBVIFAO3Z6D73TDOOO45M4B

not attested not anchored not stored refs pending

Understanding Value Decomposition Algorithms in Deep Cooperative Multi-Agent Reinforcement Learning

Jakub Grudzien Kuba, Yaodong Yang, Zehao Dou

arxiv:2202.04868 v2 · 2022-02-10 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MUBPBVIFAO3Z6D73TDOOO45M4B}

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.

Cited by

1 paper in Pith

Action Dependency Graphs for Globally Optimal Coordinated Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:57:31.959919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6502f0d50503b79f0ffb98dce773ace04250997011e0662aec6914fba7dda5a4

Aliases

arxiv: 2202.04868 · arxiv_version: 2202.04868v2 · doi: 10.48550/arxiv.2202.04868 · pith_short_12: MUBPBVIFAO3Z · pith_short_16: MUBPBVIFAO3Z6D73 · pith_short_8: MUBPBVIF

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/MUBPBVIFAO3Z6D73TDOOO45M4B \
  | 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: 6502f0d50503b79f0ffb98dce773ace04250997011e0662aec6914fba7dda5a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67e0f2f1bb0368583c8f0797f96e6a4ed67b865b79916fedfccb450b7e818177",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-10T06:59:08Z",
    "title_canon_sha256": "3b183a8797e0cff3801f4b25b74df92b560bce53f19838bce04a02b93eae48b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.04868",
    "kind": "arxiv",
    "version": 2
  }
}