Pith Number

pith:PWFMKP57

pith:2025:PWFMKP57MNQ66TEQHTNPWI6GXL

not attested not anchored not stored refs pending

Random-Set Large Language Models

Fabio Cuzzolin, Muhammad Mubashar, Shireen Kudukkil Manchingal

arxiv:2504.18085 v1 · 2025-04-25 · cs.CL · cs.AI · 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{PWFMKP57MNQ66TEQHTNPWI6GXL}

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

Random-Set Graph Neural Networks

Receipt and verification

First computed	2026-07-05T10:54:01.437794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d8ac53fbf6361ef4c903cdafb23c6baf4ede26f52bc12bc868085893aa43a50

Aliases

arxiv: 2504.18085 · arxiv_version: 2504.18085v1 · doi: 10.48550/arxiv.2504.18085 · pith_short_12: PWFMKP57MNQ6 · pith_short_16: PWFMKP57MNQ66TEQ · pith_short_8: PWFMKP57

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/PWFMKP57MNQ66TEQHTNPWI6GXL \
  | 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: 7d8ac53fbf6361ef4c903cdafb23c6baf4ede26f52bc12bc868085893aa43a50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "602e885f9740a0161f0e29baecca0f476409687289a36a08fc1bf50c29772b0f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-25T05:25:27Z",
    "title_canon_sha256": "e162dbc33d88b379573d5d972558a06541785bfd10a37fa8a6b03b4be6963830"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.18085",
    "kind": "arxiv",
    "version": 1
  }
}