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Pith Number

pith:ML44KNCR

pith:2023:ML44KNCROOJBUNCZ7HS7JL77HY
not attested not anchored not stored refs pending

On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation

Binh T. Nguyen, Daniel Sonntag, Duy Minh Ho Nguyen, Mathias Niepert, Ngan Hoang Le, Nghiem Tuong Diep, Nghi Quoc Phan, Nhat Ho, Pengtao Xie, Quang Pham, Tan Ngoc Pham, Vinh Tong

arxiv:2311.11096 v1 · 2023-11-18 · eess.IV · cs.CV

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\usepackage{pith}
\pithnumber{ML44KNCROOJBUNCZ7HS7JL77HY}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T07:14:27.929585Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

62f9c5345173921a3459f9e5f4afff3e0c79e5488005b67f582104d514661f19

Aliases

arxiv: 2311.11096 · arxiv_version: 2311.11096v1 · doi: 10.48550/arxiv.2311.11096 · pith_short_12: ML44KNCROOJB · pith_short_16: ML44KNCROOJBUNCZ · pith_short_8: ML44KNCR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ML44KNCROOJBUNCZ7HS7JL77HY \
  | 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: 62f9c5345173921a3459f9e5f4afff3e0c79e5488005b67f582104d514661f19
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "547b57bd967941028c671c3b26d81afefe228ce1360365da71b09f30ec09c7f0",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2023-11-18T14:52:10Z",
    "title_canon_sha256": "d0fa9b7b8312987add324bc90553c4e32728d0ecb22a4b6d206f1ea20f63abde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.11096",
    "kind": "arxiv",
    "version": 1
  }
}