Pith Number

pith:JWCZHCCE

pith:2023:JWCZHCCEKHWE4K2SHQT3KLCWK2

not attested not anchored not stored refs pending

Importance of Aligning Training Strategy with Evaluation for Diffusion Models in 3D Multiclass Segmentation

Matthew J. Clarkson, Shaheer U. Saeed, Yipeng Hu, Yiwen Li, Yunguan Fu

arxiv:2303.06040 v3 · 2023-03-10 · eess.IV · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JWCZHCCEKHWE4K2SHQT3KLCWK2}

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	2026-07-05T06:42:19.993012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d8593884451ec4e2b523c27b52c56569fcf03bd2024e9d2a49df8ea8625433c

Aliases

arxiv: 2303.06040 · arxiv_version: 2303.06040v3 · doi: 10.48550/arxiv.2303.06040 · pith_short_12: JWCZHCCEKHWE · pith_short_16: JWCZHCCEKHWE4K2S · pith_short_8: JWCZHCCE

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/JWCZHCCEKHWE4K2SHQT3KLCWK2 \
  | 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: 4d8593884451ec4e2b523c27b52c56569fcf03bd2024e9d2a49df8ea8625433c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c12e1dad2853740f1baee87045eea497e44b18de779880a771e56606ce1707b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2023-03-10T16:30:09Z",
    "title_canon_sha256": "434907929b9cf5c4b27078b9290756e6ea1cdfbf2f81663d4d5c3707b1d8932a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.06040",
    "kind": "arxiv",
    "version": 3
  }
}