Pith Number

pith:FCGLEORN

pith:2025:FCGLEORNU6FAIH2PFNEZUMIDU7

not attested not anchored not stored refs pending

An Extended Benchmarking of Multi-Agent Reinforcement Learning Algorithms in Complex Fully Cooperative Tasks

Andreas Kontogiannis, Chaido Poulianou, Foteini Papadopoulou, George Papadopoulos, George Vouros, Ioannis Koumentis

arxiv:2502.04773 v2 · 2025-02-07 · 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{FCGLEORNU6FAIH2PFNEZUMIDU7}

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	2026-07-05T11:31:43.067052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

288cb23a2da78a041f4f2b499a3103a7c4a8e805f63693045532ab5272958c2d

Aliases

arxiv: 2502.04773 · arxiv_version: 2502.04773v2 · doi: 10.48550/arxiv.2502.04773 · pith_short_12: FCGLEORNU6FA · pith_short_16: FCGLEORNU6FAIH2P · pith_short_8: FCGLEORN

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/FCGLEORNU6FAIH2PFNEZUMIDU7 \
  | 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: 288cb23a2da78a041f4f2b499a3103a7c4a8e805f63693045532ab5272958c2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c942cf8adf0bf9dd2fd408fda12f56ffc18bf914f554acd09e0af39a1e10779",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T09:17:02Z",
    "title_canon_sha256": "843291c3772997b9b55a363790b2f50864fbd7a0322648eefc3f9425e092261f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04773",
    "kind": "arxiv",
    "version": 2
  }
}