Pith Number

pith:YLXD2M4R

pith:2024:YLXD2M4RXYZDPJPGTFDT7OORQW

not attested not anchored not stored refs pending

Towards Precise Prediction Uncertainty in GNNs: Refining GNNs with Topology-grouping Strategy

Eunho Yang, Hyunjin Seo, Joonhyung Park, Kyusung Seo

arxiv:2412.14223 v2 · 2024-12-18 · 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{YLXD2M4RXYZDPJPGTFDT7OORQW}

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	2026-07-05T10:18:47.215388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2ee3d3391be3237a5e699473fb9d185840ea75ea8bbd518a10d02d641bfc117

Aliases

arxiv: 2412.14223 · arxiv_version: 2412.14223v2 · doi: 10.48550/arxiv.2412.14223 · pith_short_12: YLXD2M4RXYZD · pith_short_16: YLXD2M4RXYZDPJPG · pith_short_8: YLXD2M4R

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/YLXD2M4RXYZDPJPGTFDT7OORQW \
  | 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: c2ee3d3391be3237a5e699473fb9d185840ea75ea8bbd518a10d02d641bfc117

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d60828e132c0cf6f966e40d1854ef09aa5c9aea2fedf229a79f32c6bd5b179f7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T15:39:57Z",
    "title_canon_sha256": "a994cfb40ffa8c00308d312a2e74164d4ba384220b1a43c80ebeb3bcd359db0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14223",
    "kind": "arxiv",
    "version": 2
  }
}