pith. sign in
Pith Number

pith:G7IXTBHX

pith:2021:G7IXTBHX57JM3CZB4FGZEDPDPJ
not attested not anchored not stored refs pending

Robust Segmentation Models using an Uncertainty Slice Sampling Based Annotation Workflow

Andrea Schenk, Bram van Ginneken, Grzegorz Chlebus, Hans Meine, Horst K. Hahn

arxiv:2109.14879 v1 · 2021-09-30 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{G7IXTBHX57JM3CZB4FGZEDPDPJ}

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 2026-07-05T09:26:11.252425Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

37d17984f7efd2cd8b21e14d920de37a52879a434a763939413a634e641e8ec2

Aliases

arxiv: 2109.14879 · arxiv_version: 2109.14879v1 · doi: 10.48550/arxiv.2109.14879 · pith_short_12: G7IXTBHX57JM · pith_short_16: G7IXTBHX57JM3CZB · pith_short_8: G7IXTBHX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G7IXTBHX57JM3CZB4FGZEDPDPJ \
  | 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: 37d17984f7efd2cd8b21e14d920de37a52879a434a763939413a634e641e8ec2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "35a2a29ad31eec90496bb2aac2d1e92c19b135a5b5e8a9de651c87e62e51221e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-09-30T06:56:11Z",
    "title_canon_sha256": "bce8289a2bd85d55df6127533664b758d0bc2da9861d3246ab72f7708b6a3d0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.14879",
    "kind": "arxiv",
    "version": 1
  }
}