Pith Number

pith:FWINQSWQ

pith:2025:FWINQSWQJPJGZ7QHSP7AIFDSVS

not attested not anchored not stored refs pending

Exploring Pre-training Across Domains for Few-Shot Surgical Skill Assessment

Ashwin Sridhar, Danail Stoyanov, Dimitrios Anastasiou, Evangelos B. Mazomenos, Faiz Mumtaz, John Kelly, Justin Collins, Matthew Boal, Maxine Tran, Nader Francis, Nazir Sirajudeen, Nevil Pavithran, Philip Edwards, Razvan Caramalau

arxiv:2509.09327 v1 · 2025-09-11 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FWINQSWQJPJGZ7QHSP7AIFDSVS}

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	2026-07-05T12:09:34.100420Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d90d84ad04bd26cfe0793fe041472acbb3a5bdbab28407b868a8b0696c8d317

Aliases

arxiv: 2509.09327 · arxiv_version: 2509.09327v1 · doi: 10.48550/arxiv.2509.09327 · pith_short_12: FWINQSWQJPJG · pith_short_16: FWINQSWQJPJGZ7QH · pith_short_8: FWINQSWQ

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/FWINQSWQJPJGZ7QHSP7AIFDSVS \
  | 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: 2d90d84ad04bd26cfe0793fe041472acbb3a5bdbab28407b868a8b0696c8d317

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f52abd9dc5d0f688e17dba00fd76c136bd5376e6448a464c0fa16f9513936c2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-09-11T10:23:19Z",
    "title_canon_sha256": "d857bacb664beddc83b0f5cc61ce766fad8e8933f3d32419b929cc11706c49ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.09327",
    "kind": "arxiv",
    "version": 1
  }
}