Pith Number

pith:UJXM33EL

pith:2022:UJXM33ELB6H5IIPC6MG3JJ7MMJ

not attested not anchored not stored refs pending

Encoding Concepts in Graph Neural Networks

Dmitry Kazhdan, Fabrizio Silvestri, Federico Siciliano, Gabriele Ciravegna, Lucie Charlotte Magister, Mateja Jamnik, Pietro Barbiero, Pietro Lio

arxiv:2207.13586 v3 · 2022-07-27 · cs.LG · cs.AI · cs.LO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UJXM33ELB6H5IIPC6MG3JJ7MMJ}

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

2 papers in Pith

In Defense of Information Leakage in Concept-based Models

Explaining the Explainers in Graph Neural Networks: a Comparative Study

Receipt and verification

First computed	2026-07-05T04:46:39.572355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a26ecdec8b0f8fd421e2f30db4a7ec624bdb97db93a234112cb3c060dd54a852

Aliases

arxiv: 2207.13586 · arxiv_version: 2207.13586v3 · doi: 10.48550/arxiv.2207.13586 · pith_short_12: UJXM33ELB6H5 · pith_short_16: UJXM33ELB6H5IIPC · pith_short_8: UJXM33EL

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/UJXM33ELB6H5IIPC6MG3JJ7MMJ \
  | 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: a26ecdec8b0f8fd421e2f30db4a7ec624bdb97db93a234112cb3c060dd54a852

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f481c8ee3a25c29dfbaaeba4cf68a7391cf338dd2117576a7db3266cbddda865",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-27T15:34:14Z",
    "title_canon_sha256": "e91ad063c7953523ab267a2dc1dc8fc2de4e55f204a0d06ffeff6eb9677eb9bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.13586",
    "kind": "arxiv",
    "version": 3
  }
}