Pith Number

pith:QSJP7WBV

pith:2023:QSJP7WBVZACTE6AY7RLVC2DFDY

not attested not anchored not stored refs pending

Diffusion Models for Generative Artificial Intelligence: An Introduction for Applied Mathematicians

Catherine F. Higham, Desmond J. Higham, Peter Grindrod

arxiv:2312.14977 v1 · 2023-12-21 · 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{QSJP7WBVZACTE6AY7RLVC2DFDY}

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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

SPECTRA-Net: Scalable Pipeline for Explainable Cross-domain Tensor Representations for AI-generated Images Detection

Receipt and verification

First computed	2026-07-05T07:27:29.109369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8492ffd835c805327818fc575168651e2ca18ac761f8206c612ec1b72d21e317

Aliases

arxiv: 2312.14977 · arxiv_version: 2312.14977v1 · doi: 10.48550/arxiv.2312.14977 · pith_short_12: QSJP7WBVZACT · pith_short_16: QSJP7WBVZACTE6AY · pith_short_8: QSJP7WBV

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/QSJP7WBVZACTE6AY7RLVC2DFDY \
  | 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: 8492ffd835c805327818fc575168651e2ca18ac761f8206c612ec1b72d21e317

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ef4f54ac2e0ae9b8bd48440fa6dc664d059d0af057312132712ab1f52616af9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-21T20:20:52Z",
    "title_canon_sha256": "abd3160ce5ce239d3efbdefe679b7c7d036d4c1452da1e41a1b1d9a0fb28b13c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14977",
    "kind": "arxiv",
    "version": 1
  }
}