Pith Number

pith:3RACWTCY

pith:2025:3RACWTCYGME2ZMOFSHS7XOT2PW

not attested not anchored not stored refs pending

An Agent-Centric Dynamical Systems Perspective on Multi-Agent Reinforcement Learning

James Rudd-Jones, Mar\'ia P\'erez-Ortiz, Mirco Musolesi

arxiv:2512.07588 v2 · 2025-12-08 · 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{3RACWTCYGME2ZMOFSHS7XOT2PW}

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	2026-05-29T02:05:38.228954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc402b4c583309acb1c591e5fbba7a7db6ebab283821850080415d3e6066d532

Aliases

arxiv: 2512.07588 · arxiv_version: 2512.07588v2 · doi: 10.48550/arxiv.2512.07588 · pith_short_12: 3RACWTCYGME2 · pith_short_16: 3RACWTCYGME2ZMOF · pith_short_8: 3RACWTCY

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/3RACWTCYGME2ZMOFSHS7XOT2PW \
  | 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: dc402b4c583309acb1c591e5fbba7a7db6ebab283821850080415d3e6066d532

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "477ad875bc80cd25a2740d76c4ff9ff8dc6ce99ab17adc9f1de8cd27bca39e13",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-12-08T14:30:25Z",
    "title_canon_sha256": "6251a4445d745db41c807e1a89cdb677b557e2d136301b27a0dab0aaef731edf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.07588",
    "kind": "arxiv",
    "version": 2
  }
}