Pith Number

pith:RFRXM2NF

pith:2023:RFRXM2NFXZTJDX7YZ3QMVZQNFV

not attested not anchored not stored refs pending

Differentially Private Diffusion Models Generate Useful Synthetic Images

Borja Balle, Ira Ktena, Jamie Hayes, Leonard Berrada, Olivia Wiles, Robert Stanforth, Sahra Ghalebikesabi, Samuel L. Smith, Soham De, Sven Gowal

arxiv:2302.13861 v1 · 2023-02-27 · cs.LG · cs.CR · cs.CV · 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{RFRXM2NFXZTJDX7YZ3QMVZQNFV}

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

5 papers in Pith

WHERE to Generate Matters: Budget-Aware Synthetic Augmentation for Label Skewed Federated Learning

PeerCheck: Enhancing LLM-Generated Academic Reviews Towards Human-Level Quality

DP-SAPF: Saliency-Aware Parameter Fine-tuning of Public Models for Differentially Private Image Synthesis

CollaFuse: Collaborative Diffusion Models

Privacy Leakage via Output Label Space and Differentially Private Continual Learning

Receipt and verification

First computed	2026-07-05T05:45:51.775432Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89637669a5be6691dff8cee0cae60d2d7a0ef572a8f154ad56bfaa3aab91c52e

Aliases

arxiv: 2302.13861 · arxiv_version: 2302.13861v1 · doi: 10.48550/arxiv.2302.13861 · pith_short_12: RFRXM2NFXZTJ · pith_short_16: RFRXM2NFXZTJDX7Y · pith_short_8: RFRXM2NF

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/RFRXM2NFXZTJDX7YZ3QMVZQNFV \
  | 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: 89637669a5be6691dff8cee0cae60d2d7a0ef572a8f154ad56bfaa3aab91c52e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "178cf5704199ee7cc37b086c74fd894f7c3660887adff4b6eb8211436c5eb595",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-27T15:02:04Z",
    "title_canon_sha256": "3e063ac0997146eb137f8097a25ce322f1e781bd80dab2d9bafac1e479999851"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.13861",
    "kind": "arxiv",
    "version": 1
  }
}