Pith Number

pith:74OZS2BY

pith:2023:74OZS2BYAMV3MSIX2DXCIK4I6F

not attested not anchored not stored refs pending

Random-Set Neural Networks (RS-NN)

Fabio Cuzzolin, Kaizheng Wang, Keivan Shariatmadar, Muhammad Mubashar, Shireen Kudukkil Manchingal

arxiv:2307.05772 v5 · 2023-07-11 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{74OZS2BYAMV3MSIX2DXCIK4I6F}

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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	2026-07-05T10:14:35.958050Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff1d996838032bb64917d0ee242b88f16dfba8b7a903437b951bf87e01f7a0e1

Aliases

arxiv: 2307.05772 · arxiv_version: 2307.05772v5 · doi: 10.48550/arxiv.2307.05772 · pith_short_12: 74OZS2BYAMV3 · pith_short_16: 74OZS2BYAMV3MSIX · pith_short_8: 74OZS2BY

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/74OZS2BYAMV3MSIX2DXCIK4I6F \
  | 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: ff1d996838032bb64917d0ee242b88f16dfba8b7a903437b951bf87e01f7a0e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "283e6d9451c32516d8ca558bbe79f4c0b18fc1f0ab7d05575524075734c958e6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-11T20:00:35Z",
    "title_canon_sha256": "8474aa24cfbbc60fb989baa3523f56956828c368fa40624dab85b13c316a8170"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.05772",
    "kind": "arxiv",
    "version": 5
  }
}