Pith Number

pith:T54WUWYW

pith:2020:T54WUWYW64MHYVPQG3MJRPTRXQ

not attested not anchored not stored refs pending

A Collective Learning Framework to Boost GNN Expressiveness

Bruno Ribeiro, Jennifer Neville, Mengyue Hang

arxiv:2003.12169 v2 · 2020-03-26 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T54WUWYW64MHYVPQG3MJRPTRXQ}

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

AromaGen: Interactive Generation of Rich Olfactory Experiences with Multimodal Language Models

Receipt and verification

First computed	2026-07-05T01:38:35.603685Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f796a5b16f7187c55f036d898be71bc11264c716ee2b973f6e7eed19cbccf91

Aliases

arxiv: 2003.12169 · arxiv_version: 2003.12169v2 · doi: 10.48550/arxiv.2003.12169 · pith_short_12: T54WUWYW64MH · pith_short_16: T54WUWYW64MHYVPQ · pith_short_8: T54WUWYW

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/T54WUWYW64MHYVPQG3MJRPTRXQ \
  | 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: 9f796a5b16f7187c55f036d898be71bc11264c716ee2b973f6e7eed19cbccf91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "031b63c3bd2d50f6046156e855d777a925e6bdc5bbbcc1c6438e753fc8e86b98",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-26T22:07:28Z",
    "title_canon_sha256": "577657fe1365e1a740497624559f4e1559de91b6d8d710b5beb82f2096b5c086"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.12169",
    "kind": "arxiv",
    "version": 2
  }
}