Pith Number

pith:MQFAKTEI

pith:2025:MQFAKTEIOHNDS4OYQ4ZTGNGJ2B

not attested not anchored not stored refs pending

SurgLLM: A Versatile Large Multimodal Model with Spatial Focus and Temporal Awareness for Surgical Video Understanding

Danny T.M. Chan, Hongbin Liu, Jiebo Luo, Jinlin Wu, Kun Yuan, Nassir Navab, Xingjian Luo, Zhen Chen, Zhen Lei

arxiv:2509.00357 v1 · 2025-08-30 · cs.CV · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MQFAKTEIOHNDS4OYQ4ZTGNGJ2B}

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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.

Cited by

4 papers in Pith

SurgAtlas: A Large-Scale Surgical Video-Language Dataset with 2,391 Hours of Open and Minimally Invasive Surgery

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA

MedGRPO: Multi-Task Reinforcement Learning for Heterogeneous Medical Video Understanding

SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark

Receipt and verification

First computed	2026-07-05T12:02:14.540147Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

640a054c8871da3971d887333334c9d063d3cdab5745856ddf225591ba08f97d

Aliases

arxiv: 2509.00357 · arxiv_version: 2509.00357v1 · doi: 10.48550/arxiv.2509.00357 · pith_short_12: MQFAKTEIOHND · pith_short_16: MQFAKTEIOHNDS4OY · pith_short_8: MQFAKTEI

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/MQFAKTEIOHNDS4OYQ4ZTGNGJ2B \
  | 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: 640a054c8871da3971d887333334c9d063d3cdab5745856ddf225591ba08f97d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39d56ca961a853c62e4d80777da496baa319279def773f6e0c0c4a809818f0c9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-30T04:36:41Z",
    "title_canon_sha256": "2929be83e2ed9fa2784164cd53124b67ba81d4fd7a1c6a6afb7ec0a1a4141a2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.00357",
    "kind": "arxiv",
    "version": 1
  }
}