Pith Number

pith:2QKUSL3Q

pith:2025:2QKUSL3QDZFMEKNG6OYGLJGBPS

not attested not anchored not stored refs pending

Interpretable Hierarchical Concept Reasoning through Attention-Guided Graph Learning

David Debot, Gabriele Dominici, Giuseppe Marra, Pietro Barbiero

arxiv:2506.21102 v1 · 2025-06-26 · 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{2QKUSL3QDZFMEKNG6OYGLJGBPS}

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

Hyperbolic Concept Bottleneck Models

Receipt and verification

First computed	2026-07-05T11:27:40.144711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d415492f701e4ac229a6f3b065a4c17c90c85c94c570e9bcab65e22799d427c1

Aliases

arxiv: 2506.21102 · arxiv_version: 2506.21102v1 · doi: 10.48550/arxiv.2506.21102 · pith_short_12: 2QKUSL3QDZFM · pith_short_16: 2QKUSL3QDZFMEKNG · pith_short_8: 2QKUSL3Q

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/2QKUSL3QDZFMEKNG6OYGLJGBPS \
  | 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: d415492f701e4ac229a6f3b065a4c17c90c85c94c570e9bcab65e22799d427c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89dfea615ee608ea54cc32ddf24e40aa88d7709036f67ec6bc5ff5e29165af4d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-26T08:56:55Z",
    "title_canon_sha256": "cc0ea2fd05438f453dbc68136a117ffef0884218078fd988bd7c71b36c1de06b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.21102",
    "kind": "arxiv",
    "version": 1
  }
}