Pith Number

pith:DMRE7SSK

pith:2024:DMRE7SSKD2FOC5HWXZDZSMD26S

not attested not anchored not stored refs pending

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment

Andrew Hung, Anima Anandkumar, Arushi Gupta, Cherine Yang, Elyssa Wong, Firdavs Nasriddinov, Jiayun Wang, Rafal Kocielnik

arxiv:2411.10919 v1 · 2024-11-17 · cs.LG · cs.AI · 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{DMRE7SSKD2FOC5HWXZDZSMD26S}

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	2026-07-05T09:36:24.916187Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b224fca4a1e8ae174f6be4799307af49c4aee3a5553d38f362aa2c851be4091

Aliases

arxiv: 2411.10919 · arxiv_version: 2411.10919v1 · doi: 10.48550/arxiv.2411.10919 · pith_short_12: DMRE7SSKD2FO · pith_short_16: DMRE7SSKD2FOC5HW · pith_short_8: DMRE7SSK

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/DMRE7SSKD2FOC5HWXZDZSMD26S \
  | 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: 1b224fca4a1e8ae174f6be4799307af49c4aee3a5553d38f362aa2c851be4091

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0cb5b6e37aa20cedb94a1725e3746c597023bc29546a2fe821c0bb5fd5e1ca5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-17T00:13:00Z",
    "title_canon_sha256": "8991f40e19dde43beaad60dec6dd70667dd7033a6b035712264846f5cc7443fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10919",
    "kind": "arxiv",
    "version": 1
  }
}