Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:16:28.215749Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2608.04676.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:16:28.215749Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e2be2d6c-d7d2-404d-9540-e7edff2f0449 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surgical data science for next-generation interventions,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7545cd78-8138-4c02-bcdd-4d06f27ac506 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Endonet: a deep architecture for recognition tasks on laparoscopic videos,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 34d8358b-ff26-48b5-99a3-0b761d0e8e69 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Tecno: Surgical phase recognition with multi-stage temporal convolutional networks,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4bcd1036-cd5b-4497-90c0-de491d1f4751 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Video-based surgical skill assessment using 3d convolutional neural networks,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e9b20194-0d7c-422f-bfa3-ffda191bbed4 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding CholecTriplet2021: A benchmark challenge for surgical action triplet recognition,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e38d567c-3cda-48ff-ad78-710b39afe4f8 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Video-chatgpt: Towards detailed video understanding via large vision and language models,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dccb5b83-a69b-4fd6-9169-ba64bda48ed0 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Video-llama: An instruction-tuned audio- visual language model for video understanding,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 52df1f1f-d3bb-4de4-a904-d81aeb361ad1 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce833c7e-a201-4594-9eb8-9a9393cc7180 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding The Llama 3 Herd of Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86ace567-1834-4723-bbac-37c8e287b10a · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Qwen3 Technical Report
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55965cee-6a75-4819-8797-15e394289e62 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding CLIP4Clip: An empirical study of clip for end to end video clip retrieval and captioning,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f364efd4-dcda-48d1-8052-9d3a7cf9da90 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Videoclip: Contrastive pre-training for zero-shot video- text understanding,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 678e7b22-dbdc-460f-8151-0502bae81eb3 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Learning multi-modal representations by watching hundreds of surgical video lectures,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a5add67c-aa92-4f90-b6b1-92399f7b439c · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Vlog: Video-language models by generative retrieval of narration vocabulary,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 83c22e0a-81b8-4341-9a7e-9e8bcc2eafb4 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6c5cad7-8718-40ae-b23f-c71074574ddf · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Hecvl: Hierarchical video-language pretraining for zero-shot surgical phase recognition,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 30338680-b9a3-40d9-afa3-4e1b04ab7f25 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding VidLPRO: A video- language pre-training framework for robotic and laparoscopic surgery,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f241a707-0f1d-4b9d-9872-464bee5cd332 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Ophclip: Hierarchical retrieval-augmented learning for ophthalmic surgical video-language pretraining,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b0841ad2-a419-4b53-b770-5e06c230fb1f · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Procedure-aware surgical video-language pretraining with hierarchical knowledge aug- mentation,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cc429aa6-3d98-4253-925e-74242c1fe57c · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding CliPPER: Contextual video-language pretraining on long-form intraoperative surgical proce- dures for event recognition,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b8139039-f99a-4380-bff2-cec957b4f141 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding SurgicalGPT: end- to-end language-vision gpt for visual question answering in surgery,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e4fb52d0-fdf1-4ebc-a638-fdb81087c740 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding GP-VLS: A general-purpose vision language model for surgery
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd189acf-cf1d-4fdb-ab37-cc9b89e35f58 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Memory-Augmented Multimodal LLMs for Surgical VQA via Self-Contained Inquiry
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 25cad293-13f7-4f4a-929a-d4e4fedb56c3 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding EndoChat: Grounded multimodal large language model for endoscopic surgery,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 97e91f6d-a28e-40df-940a-9e7de7b00205 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surgical-LVLM: Learning to Adapt Large Vision-Language Model for Grounded Visual Question Answering in Robotic Surgery
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68526609-2a4f-4096-95e0-a7b957c3d626 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surgvidlm: Towards multi-grained surgical video under- standing with large language model,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b4d878f-5b6e-40f6-9069-78358e2fbd1e · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7204c1d-c779-4cc2-ba9c-a5cf20e0314b · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surgpub-video: A comprehensive surgical video framework for enhanced surgical intelligence in vision-language model,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cd8fd1d4-7706-4e4f-a773-c260d65f8dee · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Sureon: A benchmark and vision-language-model for surgical reasoning,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 136d9212-341b-42ae-b7e9-e6d1426ddd5f · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surg-r1: A hierarchical reasoning foundation model for scalable and interpretable surgical decision support with multi-center clinical validation,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 717923d7-f2fd-49db-bd05-ee8ae58b03c5 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding SurgLaVi: Large-scale hierarchical dataset for surgical vision- language representation learning,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 64f43822-adb9-414e-b736-cf31fc894656 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Representation Learning with Contrastive Predictive Coding
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67698e45-8dc5-44e4-973a-7a4c64569730 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Qwen3-VL Technical Report
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93967ebe-14a0-4614-8b5a-0ed0f80be464 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Autolaparo: A new dataset of integrated multi-tasks for image-guided surgical automation in laparoscopic hysterectomy,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b1e46ec6-ce0e-4deb-8194-09af8456b6d3 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Challenges in multi-centric generalization: phase and step recognition in roux-en-y gastric bypass surgery,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b79c36b0-48c3-4a08-9932-71a9f342d03b · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Comparative validation of machine learning al- gorithms for surgical workflow and skill analysis with the heichole benchmark,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ff984555-5f78-400d-a0d0-7e9e5c778893 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Pixel-wise recognition for holistic surgical scene understanding,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6ca237a7-78f1-44cf-87e6-c3b3f1f344f6 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding SAR-RARP50: Segmentation of surgical instrumentation and Action Recognition on Robot-Assisted Radical Prostatectomy Challenge
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27cdd0c9-01f6-4873-9ec9-7783751a0f4c · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Rendezvous: Attention mechanisms for the recogni- tion of surgical action triplets in endoscopic videos,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 46544c62-d490-4df8-884a-4f613dd23d3b · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding CIDEr: Consensus-based image description evaluation,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d4c3ef60-b9a1-4573-9b85-b53e87324f25 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Sentence-bert: Sentence embeddings using siamese bert-networks,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 937cf28d-4ff9-4f05-b553-b478803defb8 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding LoRA: Low-rank adaptation of large language models,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 44fe6688-14bf-4106-b5b3-fb87ab1e301e · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Learning transferable visual models from natural language supervision,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 23f2984b-7346-4bdc-92e2-3373a7839a26 · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding MedGemma Technical Report
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c93ee9ae-d304-4127-81a1-1d8aa01e140e · outbound
SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Available: http://dx.doi.org/10.1038/s41551-017-0132-7
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.