Pith Number

pith:GI6YAQTW

pith:2023:GI6YAQTWETAPDSVIYQCZOLHK4W

not attested not anchored not stored refs pending

Surgical-VQLA: Transformer with Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery

Hongliang Ren, Lalithkumar Seenivasan, Long Bai, Mobarakol Islam

arxiv:2305.11692 v1 · 2023-05-19 · cs.CV · cs.AI · cs.CL · cs.LG · cs.RO

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\usepackage{pith}
\pithnumber{GI6YAQTWETAPDSVIYQCZOLHK4W}

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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

5 papers in Pith

Training LLMs with Reinforcement Learning over Digital Twin Representations for Reasoning-Intensive Surgical VideoQA

RoboSurg-VQA: A Multimodal Benchmark for Surgical Segmentation-Aware Visual Question Answering

SurgCheck: Do Vision-Language Models Really Look at Images in Surgical VQA?

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

X-PCR: A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic Diagnosis

Receipt and verification

First computed	2026-07-05T06:11:50.211226Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

323d80427624c0f1caa8c405972ceae5b25b4da36c36d476f2a3981262734d79

Aliases

arxiv: 2305.11692 · arxiv_version: 2305.11692v1 · doi: 10.48550/arxiv.2305.11692 · pith_short_12: GI6YAQTWETAP · pith_short_16: GI6YAQTWETAPDSVI · pith_short_8: GI6YAQTW

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/GI6YAQTWETAPDSVIYQCZOLHK4W \
  | 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: 323d80427624c0f1caa8c405972ceae5b25b4da36c36d476f2a3981262734d79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1a9252b0e08e490b1d3f74ab43eee372bb46a2ac3d87c759f549a6a496323d1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-05-19T14:13:47Z",
    "title_canon_sha256": "a0ca9890ade7824589675a4dae43f1b0d9eefca6f1c0170a733a1633f63a2c63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.11692",
    "kind": "arxiv",
    "version": 1
  }
}