Pith Number

pith:MAFNDXAF

pith:2025:MAFNDXAF2UZSTY5ZLM2UIH3PXW

not attested not anchored not stored refs pending

Artificial Generals Intelligence: Mastering Generals.io with Reinforcement Learning

Martin Schmid, Matej Straka

arxiv:2507.06825 v2 · 2025-07-09 · cs.LG · 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{MAFNDXAF2UZSTY5ZLM2UIH3PXW}

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

Superhuman AI for Generals.io Using Self-Play Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:34:54.235989Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

600ad1dc05d53329e3b95b35441f6fbd98be1488f6af40ad7ecf2b690c1d1ae5

Aliases

arxiv: 2507.06825 · arxiv_version: 2507.06825v2 · doi: 10.48550/arxiv.2507.06825 · pith_short_12: MAFNDXAF2UZS · pith_short_16: MAFNDXAF2UZSTY5Z · pith_short_8: MAFNDXAF

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/MAFNDXAF2UZSTY5ZLM2UIH3PXW \
  | 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: 600ad1dc05d53329e3b95b35441f6fbd98be1488f6af40ad7ecf2b690c1d1ae5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1280b12a2b14879dda742cadaeeca0ee4251930a97f89d0a807d1a5bc44834b5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-09T13:15:05Z",
    "title_canon_sha256": "0b4b40bcb97238e7090fdbd3af6e9f11ae9b59d39aac18c8014bde725eb8d4ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.06825",
    "kind": "arxiv",
    "version": 2
  }
}