Pith Number

pith:NZGRZYAV

pith:2023:NZGRZYAVPZQJR6HUP5WVBJYI3P

not attested not anchored not stored refs pending

SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image Segmentation

Danny Z. Chen, Pengfei Gu, Shuo Wang, Tao Zhou, Ye Wu, Yizhe Zhang

arxiv:2308.13759 v1 · 2023-08-26 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{NZGRZYAVPZQJR6HUP5WVBJYI3P}

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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

SAM Carries the Burden: A Semi-Supervised Approach Refining Pseudo Labels for Medical Segmentation

Receipt and verification

First computed	2026-07-05T06:45:04.441665Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e4d1ce0157e6098f8f47f6d50a708dbee17c3850876f2e8101f3dc0fb8f5217

Aliases

arxiv: 2308.13759 · arxiv_version: 2308.13759v1 · doi: 10.48550/arxiv.2308.13759 · pith_short_12: NZGRZYAVPZQJ · pith_short_16: NZGRZYAVPZQJR6HU · pith_short_8: NZGRZYAV

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/NZGRZYAVPZQJR6HUP5WVBJYI3P \
  | 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: 6e4d1ce0157e6098f8f47f6d50a708dbee17c3850876f2e8101f3dc0fb8f5217

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "260716d72ac3fdd2456b1302f84fe667c6f22aa052017354f414870d7659186a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-08-26T04:46:10Z",
    "title_canon_sha256": "5f5116561473958fb8b65bb73baba66c9c72e95aac7d55a2c66e44aa750a72d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.13759",
    "kind": "arxiv",
    "version": 1
  }
}