Pith Number

pith:3GHD4LC7

pith:2019:3GHD4LC7V2JG5S625QGKPQA5RS

not attested not anchored not stored refs pending

The Multi-Agent Reinforcement Learning in Malm\"O (MARL\"O) Competition

Andre Kramer, Daniel Ionita, Diego Perez-Liebana, Katja Hofmann, Noboru Kuno, Raluca D. Gaina, Sam Devlin, Sharada Prasanna Mohanty

arxiv:1901.08129 v2 · 2019-01-23 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3GHD4LC7V2JG5S625QGKPQA5RS}

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

A Comprehensive Review of Multi-Agent Reinforcement Learning in Video Games

Receipt and verification

First computed	2026-07-05T10:47:22.863920Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d98e3e2c5fae926ecbdaec0ca7c01d8ca97bb6ea14e88722654154994deb725a

Aliases

arxiv: 1901.08129 · arxiv_version: 1901.08129v2 · doi: 10.48550/arxiv.1901.08129 · pith_short_12: 3GHD4LC7V2JG · pith_short_16: 3GHD4LC7V2JG5S62 · pith_short_8: 3GHD4LC7

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/3GHD4LC7V2JG5S625QGKPQA5RS \
  | 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: d98e3e2c5fae926ecbdaec0ca7c01d8ca97bb6ea14e88722654154994deb725a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de6df5111ecd4a7c70065174278bd6948cb1e699e2d575cbe27fc7bb8507c658",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-01-23T21:01:27Z",
    "title_canon_sha256": "f4aa9d1f5e5b62353cad2f940ede6196a342dd271c4c4dd1769cd6b827beb036"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.08129",
    "kind": "arxiv",
    "version": 2
  }
}