Pith. sign in
Pith Number

pith:TPP7HKAL

pith:2025:TPP7HKALQX6MBAQ7Q63Y4SPB4O
not attested not anchored not stored refs pending

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation

Helen Hong, Jinseo An, Kyu Won Shim, Min Jin Lee

arxiv:2507.12985 v1 · 2025-07-17 · eess.IV · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TPP7HKALQX6MBAQ7Q63Y4SPB4O}

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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 2026-07-05T11:38:42.611137Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9bdff3a80b85fcc0821f87b78e49e1e3ae01c222c4aa31097e730c8d943755c5

Aliases

arxiv: 2507.12985 · arxiv_version: 2507.12985v1 · doi: 10.48550/arxiv.2507.12985 · pith_short_12: TPP7HKALQX6M · pith_short_16: TPP7HKALQX6MBAQ7 · pith_short_8: TPP7HKAL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TPP7HKALQX6MBAQ7Q63Y4SPB4O \
  | 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: 9bdff3a80b85fcc0821f87b78e49e1e3ae01c222c4aa31097e730c8d943755c5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f3624e561dcd2dddc5f700b46f7f894caf9011a96c57b7ac32a1dcbbc7f3aa3c",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2025-07-17T10:44:06Z",
    "title_canon_sha256": "6898b74462e560fe4176bf87333d478ad53ebea2d4433df4a8bed98c8fd86726"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12985",
    "kind": "arxiv",
    "version": 1
  }
}