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Pith Number

pith:DRWTRDGZ

pith:2024:DRWTRDGZTYBMHJ3AF2N5YAAAHM
not attested not anchored not stored refs pending

Advances in Diffusion Models for Image Data Augmentation: A Review of Methods, Models, Evaluation Metrics and Future Research Directions

Georgios Th. Papadopoulos, Ioannis Mademlis, Panagiotis Alimisis, Panagiotis Radoglou-Grammatikis, Panagiotis Sarigiannidis

arxiv:2407.04103 v2 · 2024-07-04 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{DRWTRDGZTYBMHJ3AF2N5YAAAHM}

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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

Receipt and verification
First computed 2026-07-05T09:59:17.193542Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1c6d388cd99e02c3a7602e9bdc00003b332ddf0dc8e5265128252006a7b560cb

Aliases

arxiv: 2407.04103 · arxiv_version: 2407.04103v2 · doi: 10.48550/arxiv.2407.04103 · pith_short_12: DRWTRDGZTYBM · pith_short_16: DRWTRDGZTYBMHJ3A · pith_short_8: DRWTRDGZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DRWTRDGZTYBMHJ3AF2N5YAAAHM \
  | 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: 1c6d388cd99e02c3a7602e9bdc00003b332ddf0dc8e5265128252006a7b560cb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "609d0873d59451557ea42c97a82b72fb83d7227414ed21fc4d2b2a6230741316",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-04T18:06:48Z",
    "title_canon_sha256": "71c3f7c3cf5f0dad9838062e32170c0d6ed2ec1b8b5cc4ba712b9ff4de30ee09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04103",
    "kind": "arxiv",
    "version": 2
  }
}