pith. sign in
Pith Number

pith:XTMYPONI

pith:2024:XTMYPONIZTFQWLHEW2LIL6AAFS
not attested not anchored not stored refs pending

The Importance of Model Inspection for Better Understanding Performance Characteristics of Graph Neural Networks

Anees Kazi, Ben Glocker, Carolina Pi\c{c}arra, Nairouz Shehata

arxiv:2405.01270 v1 · 2024-05-02 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XTMYPONIZTFQWLHEW2LIL6AAFS}

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 2026-07-05T08:14:43.080010Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bcd987b9a8cccb0b2ce4b69685f8002ca93bb66e60e8d191882e1b165726ecc5

Aliases

arxiv: 2405.01270 · arxiv_version: 2405.01270v1 · doi: 10.48550/arxiv.2405.01270 · pith_short_12: XTMYPONIZTFQ · pith_short_16: XTMYPONIZTFQWLHE · pith_short_8: XTMYPONI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XTMYPONIZTFQWLHEW2LIL6AAFS \
  | 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: bcd987b9a8cccb0b2ce4b69685f8002ca93bb66e60e8d191882e1b165726ecc5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7804802a73ffd19c69da3e0c25afcca610cdaa07c21edd1a8dadb51bd6cacae2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-02T13:26:18Z",
    "title_canon_sha256": "a840338678f5f5d21cc2e8a0c3306c9793e5da42c17701674cf2b5c432dcd466"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01270",
    "kind": "arxiv",
    "version": 1
  }
}