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Pith Number

pith:RNC6MKNK

pith:2023:RNC6MKNKLFAEIY2ID7KNPW3WEX
not attested not anchored not stored refs pending

A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising Models

Matthew J Clarkson, Shaheer U Saeed, Yipeng Hu, Yiwen Li, Yunguan Fu

arxiv:2308.16355 v3 · 2023-08-30 · eess.IV · cs.CV

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\usepackage{pith}
\pithnumber{RNC6MKNKLFAEIY2ID7KNPW3WEX}

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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.
Receipt and verification
First computed 2026-07-05T07:21:44.182632Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8b45e629aa59404463481fd4d7db7625f088538bf100cf953f28caad80868dcc

Aliases

arxiv: 2308.16355 · arxiv_version: 2308.16355v3 · doi: 10.48550/arxiv.2308.16355 · pith_short_12: RNC6MKNKLFAE · pith_short_16: RNC6MKNKLFAEIY2I · pith_short_8: RNC6MKNK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RNC6MKNKLFAEIY2ID7KNPW3WEX \
  | 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: 8b45e629aa59404463481fd4d7db7625f088538bf100cf953f28caad80868dcc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1c04ad92f6c1d53cb054ecf62f1858cf5a43b5fd64ffbb191ce1e02109a626ed",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2023-08-30T23:03:49Z",
    "title_canon_sha256": "b5012b19098e15aab3667f5f95d77e4b8032fa8afb16664bd8af459e7114474b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.16355",
    "kind": "arxiv",
    "version": 3
  }
}