Pith Number

pith:A3Q34HKL

pith:2024:A3Q34HKLMGYJKCF6EMCFGDAQK2

not attested not anchored not stored refs pending

Message-Passing Monte Carlo: Generating low-discrepancy point sets via Graph Neural Networks

Christiane Lemieux, Daniela Rus, Michael M. Bronstein, Nathan Kirk, T. Konstantin Rusch

arxiv:2405.15059 v2 · 2024-05-23 · cs.LG · cs.NA · math.NA · 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{A3Q34HKLMGYJKCF6EMCFGDAQK2}

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.

Receipt and verification

First computed	2026-07-05T09:12:06.483962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06e1be1d4b61b09508be2304530c1056af8f2e4c79eba8f72edb0bbcb4f679d7

Aliases

arxiv: 2405.15059 · arxiv_version: 2405.15059v2 · doi: 10.48550/arxiv.2405.15059 · pith_short_12: A3Q34HKLMGYJ · pith_short_16: A3Q34HKLMGYJKCF6 · pith_short_8: A3Q34HKL

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/A3Q34HKLMGYJKCF6EMCFGDAQK2 \
  | 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: 06e1be1d4b61b09508be2304530c1056af8f2e4c79eba8f72edb0bbcb4f679d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aeed90930a7b123b2575da601256507f2f302edf2df73dddac63ef2dbdcf7345",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T21:17:20Z",
    "title_canon_sha256": "2c6fe975270e506d78a586837de73a9af557a43caa7a9e5c2bd5db5e5333f0fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15059",
    "kind": "arxiv",
    "version": 2
  }
}