Pith Number

pith:PL5LCKBU

pith:2024:PL5LCKBU5CGKGDJMAOQAENCSA6

not attested not anchored not stored refs pending

A Graph Neural Network deep-dive into successful counterattacks

Amod Sahasrabudhe, Joris Bekkers

arxiv:2411.17450 v2 · 2024-11-26 · cs.LG · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PL5LCKBU5CGKGDJMAOQAENCSA6}

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

Evaluating passing decision-making in professional football: An enhanced MPNN approach to Receiver Selection

Receipt and verification

First computed	2026-07-05T09:55:14.493527Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7afab12834e88ca30d2c03a00234520796b92dcedeea3180704306ef3c49181c

Aliases

arxiv: 2411.17450 · arxiv_version: 2411.17450v2 · doi: 10.48550/arxiv.2411.17450 · pith_short_12: PL5LCKBU5CGK · pith_short_16: PL5LCKBU5CGKGDJM · pith_short_8: PL5LCKBU

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/PL5LCKBU5CGKGDJMAOQAENCSA6 \
  | 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: 7afab12834e88ca30d2c03a00234520796b92dcedeea3180704306ef3c49181c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb08a72b5b4b13e2eea3519406f4e89c95537fd60528ea6a13a15b3e656e3832",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-26T14:07:48Z",
    "title_canon_sha256": "f370c96cfb2bd755fdaf2e5df822a32092681ab72887ab9acbd6b87a51b3e5e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17450",
    "kind": "arxiv",
    "version": 2
  }
}