Pith Number

pith:B67RZONZ

pith:2023:B67RZONZPDKSVKH74WQXQFQFCU

not attested not anchored not stored refs pending

JaxMARL: Multi-Agent RL Environments and Algorithms in JAX

Akbir Khan, Alexander Rutherford, Alexandra Souly, Andrei Lupu, Benjamin Ellis, Bruno Lacerda, Chris Lu, Christian Schroeder de Witt, Gardar Ingvarsson, Jakob Nicolaus Foerster, Jonathan Cook, Matteo Gallici, Mikayel Samvelyan, Minqi Jiang, Nick Hawes, Ravi Hammond, Robert Tjarko Lange, Saptarashmi Bandyopadhyay, Shimon Whiteson, Timon Willi, Tim Rocktaschel

arxiv:2311.10090 v5 · 2023-11-16 · 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{B67RZONZPDKSVKH74WQXQFQFCU}

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

3 papers in Pith

Multi-Agent Reinforcement Learning for Safe Autonomous Driving Under Pedestrian Behavioral Uncertainty

Learning to Reason at the Frontier of Learnability

Multi-Agent Reinforcement Learning for Safe Autonomous Driving Under Pedestrian Behavioral Uncertainty

Receipt and verification

First computed	2026-07-05T09:30:05.159407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fbf1cb9b978d52aa8ffe5a178160515388f0044ea00bb376c10e179188d7298

Aliases

arxiv: 2311.10090 · arxiv_version: 2311.10090v5 · doi: 10.48550/arxiv.2311.10090 · pith_short_12: B67RZONZPDKS · pith_short_16: B67RZONZPDKSVKH7 · pith_short_8: B67RZONZ

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/B67RZONZPDKSVKH74WQXQFQFCU \
  | 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: 0fbf1cb9b978d52aa8ffe5a178160515388f0044ea00bb376c10e179188d7298

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b53a1261c9eff806df59f0506476a1548eff3527a555d92b9bd446f0a6d0ae86",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-16T18:58:43Z",
    "title_canon_sha256": "599557aa37d07fa55f12f6f618f875158ae514340ad13c2bd1a9c1e14137c34f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.10090",
    "kind": "arxiv",
    "version": 5
  }
}