Pith Number

pith:USHEAI66

pith:2024:USHEAI66A6PTUQX3NBL2UYO2ML

not attested not anchored not stored refs pending

Personalizing Federated Instrument Segmentation with Visual Trait Priors in Robotic Surgery

Danail Stoyanov, Evangelos B. Mazomenos, Jiacheng Wang, Jialang Xu, Lequan Yu, Yueming Jin

arxiv:2408.03208 v2 · 2024-08-06 · cs.CV · cs.AI · cs.RO · physics.med-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{USHEAI66A6PTUQX3NBL2UYO2ML}

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	2026-07-05T08:55:51.824934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a48e4023de079f3a42fb6857aa61da62fed523e1f8b8450d4cfcc48f07a4c924

Aliases

arxiv: 2408.03208 · arxiv_version: 2408.03208v2 · doi: 10.48550/arxiv.2408.03208 · pith_short_12: USHEAI66A6PT · pith_short_16: USHEAI66A6PTUQX3 · pith_short_8: USHEAI66

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/USHEAI66A6PTUQX3NBL2UYO2ML \
  | 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: a48e4023de079f3a42fb6857aa61da62fed523e1f8b8450d4cfcc48f07a4c924

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17b8527802131be1a063ce309ed9ac1d728cc1b780ee3226435f77fbc8923576",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "physics.med-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-06T14:06:53Z",
    "title_canon_sha256": "0cf76f644d4510f0a84af6fe9a4c56262c0c279793e83ef5abdda3376f9a38ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03208",
    "kind": "arxiv",
    "version": 2
  }
}