Pith. sign in
Pith Number

pith:O2NCWSI3

pith:2023:O2NCWSI3ZA2QBPOOHZGMIBICBT
not attested not anchored not stored refs pending

Image retrieval outperforms diffusion models on data augmentation

Chris Russell, Dominik Zietlow, Florian Wenzel, Francesco Locatello, Max F. Burg, Max Horn, Osama Makansi

arxiv:2304.10253 v2 · 2023-04-20 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{O2NCWSI3ZA2QBPOOHZGMIBICBT}

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 2026-07-05T07:18:26.214418Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

769a2b491bc83500bdce3e4cc405020cc51d0260b9971acf5261163aebdeabb3

Aliases

arxiv: 2304.10253 · arxiv_version: 2304.10253v2 · doi: 10.48550/arxiv.2304.10253 · pith_short_12: O2NCWSI3ZA2Q · pith_short_16: O2NCWSI3ZA2QBPOO · pith_short_8: O2NCWSI3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/O2NCWSI3ZA2QBPOOHZGMIBICBT \
  | 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: 769a2b491bc83500bdce3e4cc405020cc51d0260b9971acf5261163aebdeabb3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "85974d5bcdb1fbce5025a94c6a96a585089d75149acc75000680b9b30ab784e3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-20T12:21:30Z",
    "title_canon_sha256": "03319c4e7758f675243243ef927ebb13bb9cde7d1f8af7d26ddf23352bbb2f18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.10253",
    "kind": "arxiv",
    "version": 2
  }
}