pith. sign in
Pith Number

pith:2ABMWLFG

pith:2024:2ABMWLFGWU2PFA22HYUXNIN57T
not attested not anchored not stored refs pending

Optimizing Prompt Strategies for SAM: Advancing lesion Segmentation Across Diverse Medical Imaging Modalities

Aaron Maxwell, Harrison X. Bai, Jing Wu, Scott Collins, Sophie Yao, Victoria Shi, Wen-Chi Hsu, Yuli Wang, Yuwei Dai, Zhicheng Jiao, Zhusi Zhong, Zishu Zhang

arxiv:2412.17943 v2 · 2024-12-23 · eess.IV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2ABMWLFGWU2PFA22HYUXNIN57T}

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 2026-07-05T09:54:49.459968Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d002cb2ca6b534f2835a3e2976a1bdfcdf2644aa4d502d176b888ec9c40392cb

Aliases

arxiv: 2412.17943 · arxiv_version: 2412.17943v2 · doi: 10.48550/arxiv.2412.17943 · pith_short_12: 2ABMWLFGWU2P · pith_short_16: 2ABMWLFGWU2PFA22 · pith_short_8: 2ABMWLFG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2ABMWLFGWU2PFA22HYUXNIN57T \
  | 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: d002cb2ca6b534f2835a3e2976a1bdfcdf2644aa4d502d176b888ec9c40392cb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2d74e6a1d226c9c62bb992c5a03bd5b4608aa95c1682e1421c437b06a61b1ae1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2024-12-23T19:54:42Z",
    "title_canon_sha256": "cba3cb34e26be0217ab5ec62012f2146a1c8fd3e49499cafbb137bc3359a96de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17943",
    "kind": "arxiv",
    "version": 2
  }
}