Pith Number

pith:5HJ47WTC

pith:2022:5HJ47WTCGTCPXUQZ3DYLUBLIK2

not attested not anchored not stored refs pending

Mastering the Game of Stratego with Model-Free Multiagent Reinforcement Learning

Aleksandra Malysheva, Audrunas Gruslys, Bart De Vylder, Bilal Piot, Daniel Hennes, David Silver, Demis Hassabis, Edward Lockhart, Eugene Tarassov, Finbarr Timbers, Florian Strub, Jean-Baptiste Lespiau, Jerome T. Connor, Julien Perolat, Karl Tuyls, Laurent Sifre, Marc Lanctot, Mark Rowland, Mina Khan, Nathalie Beauguerlange, Neil Burch, Paul Muller, Remi Munos, Romuald Elie, Sarah H. Cen, Satinder Singh, Shayegan Omidshafiei, Sherjil Ozair, Stephen McAleer, Thomas Anthony, Toby Pohlen, Tom Eccles, Vincent de Boer, Zhe Wang

arxiv:2206.15378 v1 · 2022-06-30 · cs.AI · cs.GT · 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{5HJ47WTCGTCPXUQZ3DYLUBLIK2}

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	2026-07-05T05:31:51.126189Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9d3cfda6234c4fbd219d8f0ba056856919adce349e11b317b53d35fd21d16e6

Aliases

arxiv: 2206.15378 · arxiv_version: 2206.15378v1 · doi: 10.48550/arxiv.2206.15378 · pith_short_12: 5HJ47WTCGTCP · pith_short_16: 5HJ47WTCGTCPXUQZ · pith_short_8: 5HJ47WTC

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/5HJ47WTCGTCPXUQZ3DYLUBLIK2 \
  | 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: e9d3cfda6234c4fbd219d8f0ba056856919adce349e11b317b53d35fd21d16e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc10a4d7b59b4af0be48191133a98a202e679f3d19a00b1481d798ad44c3cdfe",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-06-30T15:53:19Z",
    "title_canon_sha256": "e306b857ab887e45dc5a1ed7e97f26872599470987d124ca00c06596b09b6e5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.15378",
    "kind": "arxiv",
    "version": 1
  }
}