Pith Number

pith:NYU5MXXW

pith:2022:NYU5MXXWRASYKFXOMGCHIBNW47

not attested not anchored not stored refs pending

Deep-Ensemble-Based Uncertainty Quantification in Spatiotemporal Graph Neural Networks for Traffic Forecasting

Jane Macfarlane, Prasanna Balaprakash, Tanwi Mallick

arxiv:2204.01618 v2 · 2022-04-04 · 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{NYU5MXXWRASYKFXOMGCHIBNW47}

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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

1 paper in Pith

Random-Set Graph Neural Networks

Receipt and verification

First computed	2026-07-05T04:12:07.326991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e29d65ef688258516ee61847405b6e7d12d8cc1bb47e5851fa7b0e995da1945

Aliases

arxiv: 2204.01618 · arxiv_version: 2204.01618v2 · doi: 10.48550/arxiv.2204.01618 · pith_short_12: NYU5MXXWRASY · pith_short_16: NYU5MXXWRASYKFXO · pith_short_8: NYU5MXXW

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/NYU5MXXWRASYKFXOMGCHIBNW47 \
  | 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: 6e29d65ef688258516ee61847405b6e7d12d8cc1bb47e5851fa7b0e995da1945

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14c9498c3086a8021450e29b3997d56ecfaa282e3c3a9faa02349472fee61220",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-04T16:10:55Z",
    "title_canon_sha256": "045adeacfe7c6d5451543fa28bb47e957177859c033effd15499c1f835965999"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.01618",
    "kind": "arxiv",
    "version": 2
  }
}