Pith Number

pith:ZWGOH7ZZ

pith:2022:ZWGOH7ZZ26QCTL5MVY645C6U43

not attested not anchored not stored refs pending

Towards a Standardised Performance Evaluation Protocol for Cooperative MARL

Arnu Pretorius, Omayma Mahjoub, Rihab Gorsane, Roland Dubb, Ruan de Kock, Siddarth Singh

arxiv:2209.10485 v1 · 2022-09-21 · cs.LG · cs.AI · cs.GL · 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{ZWGOH7ZZ26QCTL5MVY645C6U43}

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

Self-Supervised On-Policy Reinforcement Learning via Contrastive Proximal Policy Optimisation

Receipt and verification

First computed	2026-07-05T04:59:54.860039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd8ce3ff39d7a029afacae3dce8bd4e6d3793c4187a25c0331aae8d91b907043

Aliases

arxiv: 2209.10485 · arxiv_version: 2209.10485v1 · doi: 10.48550/arxiv.2209.10485 · pith_short_12: ZWGOH7ZZ26QC · pith_short_16: ZWGOH7ZZ26QCTL5M · pith_short_8: ZWGOH7ZZ

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/ZWGOH7ZZ26QCTL5MVY645C6U43 \
  | 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: cd8ce3ff39d7a029afacae3dce8bd4e6d3793c4187a25c0331aae8d91b907043

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cb3b0d699308a2cb8fd9fb7fe75e7776dda7df236a6497366e39ecc9c489f9c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-21T16:40:03Z",
    "title_canon_sha256": "e5485622e7ec0e07838a4f7e357a964ca612004c85fce5ee6b90521039425f6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.10485",
    "kind": "arxiv",
    "version": 1
  }
}