Pith Number

pith:5QCMMR3V

pith:2023:5QCMMR3VMR3EBVVEXEBWFNOVPD

not attested not anchored not stored refs pending

Off-the-Grid MARL: Datasets with Baselines for Offline Multi-Agent Reinforcement Learning

Arnu Pretorius, Asad Jeewa, Claude Formanek, Jonathan Shock

arxiv:2302.00521 v2 · 2023-02-01 · cs.LG · cs.AI · 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{5QCMMR3VMR3EBVVEXEBWFNOVPD}

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

2 papers in Pith

Controllable Sim Agents with Behavior Latents

Implicit Neural Representations of Individual Behavior

Receipt and verification

First computed	2026-07-05T06:53:33.979374Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec04c64775647640d6a4b90362b5d578e46e726852055f24334fdf4c0ab0d19b

Aliases

arxiv: 2302.00521 · arxiv_version: 2302.00521v2 · doi: 10.48550/arxiv.2302.00521 · pith_short_12: 5QCMMR3VMR3E · pith_short_16: 5QCMMR3VMR3EBVVE · pith_short_8: 5QCMMR3V

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/5QCMMR3VMR3EBVVEXEBWFNOVPD \
  | 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: ec04c64775647640d6a4b90362b5d578e46e726852055f24334fdf4c0ab0d19b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b34c8d29a9b00658a436be40d174102d9b69529dee8d319e7ce50c785a453e8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-01T15:41:27Z",
    "title_canon_sha256": "a48eb75bdd89e8b6ae1436e3bbcf786cdf1e822bc538670387866ee546c25f6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.00521",
    "kind": "arxiv",
    "version": 2
  }
}