Pith Number

pith:WBLJXT46

pith:2021:WBLJXT46JYX3NHINYQLADBTAE4

not attested not anchored not stored refs pending

How does AI play football? An analysis of RL and real-world football strategies

Atom Scott, Keisuke Fujii, Masaki Onishi

arxiv:2111.12340 v1 · 2021-11-24 · 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{WBLJXT46JYX3NHINYQLADBTAE4}

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	2026-07-05T03:34:50.796370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0569bcf9e4e2fb69d0dc416018660272fa52afb17ea4934a9e33e53b934eaf6

Aliases

arxiv: 2111.12340 · arxiv_version: 2111.12340v1 · doi: 10.48550/arxiv.2111.12340 · pith_short_12: WBLJXT46JYX3 · pith_short_16: WBLJXT46JYX3NHIN · pith_short_8: WBLJXT46

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/WBLJXT46JYX3NHINYQLADBTAE4 \
  | 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: b0569bcf9e4e2fb69d0dc416018660272fa52afb17ea4934a9e33e53b934eaf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1d0b4c03b3be96cc799ab119fc4d915bc562bc5c1ec0b7a5f873b45c7198cfa",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-11-24T08:44:23Z",
    "title_canon_sha256": "9178914ec9bd4b35c4504c68bf4666b6aff853a2e728442290aace33169c9987"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.12340",
    "kind": "arxiv",
    "version": 1
  }
}