Pith Number

pith:CIOGG6FU

pith:2024:CIOGG6FUVVQDTESWJXBCS4BKEG

not attested not anchored not stored refs pending

GETS: Ensemble Temperature Scaling for Calibration in Graph Neural Networks

Chonghe Jiang, Dingyi Zhuang, Jinhua Zhao, Shenhao Wang, Yunhan Zheng

arxiv:2410.09570 v2 · 2024-10-12 · cs.LG

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\usepackage{pith}
\pithnumber{CIOGG6FUVVQDTESWJXBCS4BKEG}

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Record completeness

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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

1 paper in Pith

WATS: Calibrating Graph Neural Networks with Wavelet-Aware Temperature Scaling

Receipt and verification

First computed	2026-07-05T10:21:24.504609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

121c6378b4ad603992564dc229702a21ba535b20499755e124d0ae1859878eb1

Aliases

arxiv: 2410.09570 · arxiv_version: 2410.09570v2 · doi: 10.48550/arxiv.2410.09570 · pith_short_12: CIOGG6FUVVQD · pith_short_16: CIOGG6FUVVQDTESW · pith_short_8: CIOGG6FU

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/CIOGG6FUVVQDTESWJXBCS4BKEG \
  | 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: 121c6378b4ad603992564dc229702a21ba535b20499755e124d0ae1859878eb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a57bcc360e1b02dd0649eaab0c9b98ade1a355bf6d5333ba776fc83e753a9a7d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-12T15:34:41Z",
    "title_canon_sha256": "adde1e9f7043a882739641a812acfdb0d4b0c36fca72cd387159bb25c632d6b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09570",
    "kind": "arxiv",
    "version": 2
  }
}