Pith Number

pith:CJ466OVK

pith:2021:CJ466OVKK3UVR6E6VVKZZ7TJRA

not attested not anchored not stored refs pending

GCExplainer: Human-in-the-Loop Concept-based Explanations for Graph Neural Networks

Dmitry Kazhdan, Lucie Charlotte Magister, Pietro Li\`o, Vikash Singh

arxiv:2107.11889 v1 · 2021-07-25 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CJ466OVKK3UVR6E6VVKZZ7TJRA}

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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

5 papers in Pith

In Defense of Information Leakage in Concept-based Models

Learning Label-Efficient Interpretable Medical Image Diagnosis via Semi-supervised Hypergraph Concept Bottleneck Model

AIMing for Standardised Explainability Evaluation in GNNs: A Framework and Case Study on Graph Kernel Networks

Subgraph Concept Networks: Concept Levels in Graph Classification

Concept Graph Convolutions: Message Passing in the Concept Space

Receipt and verification

First computed	2026-07-05T03:00:38.413630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1279ef3aaa56e958f89ead559cfe698833ca2d7802c0caa1ac6e0ca338e1052b

Aliases

arxiv: 2107.11889 · arxiv_version: 2107.11889v1 · doi: 10.48550/arxiv.2107.11889 · pith_short_12: CJ466OVKK3UV · pith_short_16: CJ466OVKK3UVR6E6 · pith_short_8: CJ466OVK

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/CJ466OVKK3UVR6E6VVKZZ7TJRA \
  | 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: 1279ef3aaa56e958f89ead559cfe698833ca2d7802c0caa1ac6e0ca338e1052b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70606dd71b7f1a7c4579a2af906a3e8a927a9badc83d9395cd5c5402c022da90",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-25T20:52:48Z",
    "title_canon_sha256": "bd00f61d12b8bad7f7bce839880d44781457fc2f3db58a14bc56baa0dd02aaa9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.11889",
    "kind": "arxiv",
    "version": 1
  }
}