Pith Number

pith:POMUAOZW

pith:2022:POMUAOZWBOKB7S3RHESYIR2FKU

not attested not anchored not stored refs pending

Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks

Hyungeun Lee, KiJung Yoon

arxiv:2209.06589 v4 · 2022-09-14 · 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{POMUAOZWBOKB7S3RHESYIR2FKU}

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

1 paper in Pith

Learning Causality for Modern Machine Learning

Receipt and verification

First computed	2026-07-05T07:05:29.788340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b99403b360b941fcb71392584474555184753b02bdbe44068bb2234dc0c5de1

Aliases

arxiv: 2209.06589 · arxiv_version: 2209.06589v4 · doi: 10.48550/arxiv.2209.06589 · pith_short_12: POMUAOZWBOKB · pith_short_16: POMUAOZWBOKB7S3R · pith_short_8: POMUAOZW

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/POMUAOZWBOKB7S3RHESYIR2FKU \
  | 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: 7b99403b360b941fcb71392584474555184753b02bdbe44068bb2234dc0c5de1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c89b742139b8e6fc3910593fa40a4b15e72d4b19a031d8560799e51c3b26b8af",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-14T12:13:59Z",
    "title_canon_sha256": "5049731191ca18141aee90a0016a181f3a510366e88771fadc730555387f2109"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.06589",
    "kind": "arxiv",
    "version": 4
  }
}