Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T12:28:35.008604Z
Paper Citation Record · LEDGER
MedHorizon: Towards Long-context Medical Video Understanding in the Wild
As of 10 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 3 inbound Pith citation observations for arXiv:2605.06537.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-31T04:55:07.002233Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-03T16:38:39.514289Z
Reference resolution
89 of 89 outbound references displayed
- verified exact5
- verified fuzzy64
- unresolved3
- parse uncertain2
- malformed identifier0
- metadata mismatch15
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a718ec8a-ec67-4d4a-8aac-406108aa6e9d · outbound
This paper cites Pixel-wise recognition for holistic surgical scene understanding.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Pixel-wise recognition for holistic surgical scene understanding
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.931456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f563f633-34ba-4454-98ce-52fc6058e9bc · outbound
This paper cites Real-colon: A dataset for developing real-world ai applications in colonoscopy.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Real-colon: A dataset for developing real-world ai applications in colonoscopy
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.026003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a6a44dd9-4f53-4e83-b302-9b027de06801 · outbound
This paper cites Artificial intelligence for surgical scene understanding: a systematic review and reporting quality meta-analysis.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Artificial intelligence for surgical scene understanding: a systematic review and reporting quality meta-analysis
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.033555Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a5511266-0db8-4b9c-a8ed-e5a7f73f6a87 · outbound
This paper cites Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.040290Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 997f73c3-bf99-407e-ba97-005929064c7b · outbound
This paper cites Corley, Christopher D.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Corley, Christopher D
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.037030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c660e2ec-7425-4a18-bab7-29eedcb6c27d · outbound
This paper cites Lovat, Peter Mountney, et al.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Lovat, Peter Mountney, et al
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.054794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b0c069f8-c698-4bd8-ba6b-d32eb6c5f5e4 · outbound
This paper cites Deep learning in surgical workflow analysis: A review of phase and step recognition.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Deep learning in surgical workflow analysis: A review of phase and step recognition
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.072712Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8c27e3e4-d092-4c5e-ab0c-b9855d2689d9 · outbound
This paper cites Standardized cine-loop documentation in abdominal ultrasound facilitates offline image interpretation.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Standardized cine-loop documentation in abdominal ultrasound facilitates offline image interpretation
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.998353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bd9fd3c4-93bb-4819-99a7-b4910ec7fdf6 · outbound
This paper cites We're expanding our Gemini 2.5 family of models.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild We're expanding our Gemini 2.5 family of models
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.061692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0843f89c-cb6e-47de-bfaa-409b970b8dbe · outbound
This paper cites Yadlapati, Mark Benson, Andrew J.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Yadlapati, Mark Benson, Andrew J
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.057687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fc665a48-946a-4192-bd85-39d52d93525c · outbound
This paper cites Real-time ultrasound demonstration of uterine isthmus contractions during pregnancy.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Real-time ultrasound demonstration of uterine isthmus contractions during pregnancy
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.896244Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation beed10f3-921c-49ab-a8f0-eb48e4a5469c · outbound
This paper cites Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.944640Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 808cda99-e8ae-4155-8085-8e4590fd4dd6 · outbound
This paper cites Khan, Sophia Bano, Hani J.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Khan, Sophia Bano, Hani J
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.889557Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2735fd1d-0f0f-4a4c-a76d-2348acc336df · outbound
This paper cites Ophnet: A large-scale video benchmark for ophthalmic surgical workflow understanding.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Ophnet: A large-scale video benchmark for ophthalmic surgical workflow understanding
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.910547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8569740b-622e-44c3-ac3c-b35824ea44d9 · outbound
This paper cites A new dataset and versatile multi-task surgical workflow analysis framework for thoracoscopic mitral valvuloplasty.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild A new dataset and versatile multi-task surgical workflow analysis framework for thoracoscopic mitral valvuloplasty
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.008378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation df7d7a5c-411f-4533-88b7-7f0294074669 · outbound
This paper cites Lang, Luigi P.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Lang, Luigi P
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.064944Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation af8f6b2c-b691-4372-b6e0-76162ef5a6c2 · outbound
This paper cites e l L Lavanchy, Sanat Ramesh, Diego Dall’Alba, Cristians Gonzalez, Paolo Fiorini, Beat P M \.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild e l L Lavanchy, Sanat Ramesh, Diego Dall’Alba, Cristians Gonzalez, Paolo Fiorini, Beat P M \
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.068892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 436aaeef-a3d2-498b-ae19-6c9e0914e19a · outbound
This paper cites Galar-a large multi-label video capsule endoscopy dataset.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Galar-a large multi-label video capsule endoscopy dataset
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.084053Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 91a23ac5-3689-481b-9ff8-1b88c8632d2f · outbound
This paper cites Detecting moments and highlights in videos via natural language queries.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Detecting moments and highlights in videos via natural language queries
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.061470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f30fa90e-da7a-4231-a130-10a5f5784162 · outbound
This paper cites Mvbench: A comprehensive multi-modal video understanding benchmark.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Mvbench: A comprehensive multi-modal video understanding benchmark
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.039990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0a049a47-c8c3-4993-8df4-4fff880a1f8a · outbound
This paper cites Surgpub-video: A comprehensive surgical video framework for enhanced surgical intelligence in vision-language model.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Surgpub-video: A comprehensive surgical video framework for enhanced surgical intelligence in vision-language model
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.026342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6d50a534-01eb-4938-8243-4cc1e49f63a1 · outbound
This paper cites Kimi K2.5 : Visual agentic intelligence.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Kimi K2.5 : Visual agentic intelligence
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.036588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 90f0868a-1205-4eee-b52b-5f921a9e18c9 · outbound
This paper cites Introducing GPT -5.4.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Introducing GPT -5.4
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.015573Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 470f0ce3-485c-403f-b5aa-c26c13b7391a · outbound
This paper cites Introducing GPT-5.4 mini and nano.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Introducing GPT-5.4 mini and nano
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.033216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9b3d469a-5d8c-4a5c-81b4-d98f790d7574 · outbound
This paper cites Qwen3.5 : Towards native multimodal agents.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Qwen3.5 : Towards native multimodal agents
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.050506Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b6ae069b-b226-4a0d-844f-2764e7500246 · outbound
This paper cites Qwen3.6 : Advancing multimodal intelligence.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Qwen3.6 : Advancing multimodal intelligence
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.080383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 550525d8-3425-4b87-87d4-42c7efe71373 · outbound
This paper cites Rex, Joseph C.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Rex, Joseph C
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.087126Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation acef1349-8ae2-4bd2-8b42-db2413dc9e83 · outbound
This paper cites an unresolved cited work.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T13:17:50.012116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0577351b-1846-49b2-ad82-dc305ac23921 · outbound
This paper cites Medgrpo: Multi-task reinforcement learning for heterogeneous medical video understanding.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Medgrpo: Multi-task reinforcement learning for heterogeneous medical video understanding
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.023004Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 438f8796-466b-4cc1-949e-7d07169cc421 · outbound
This paper cites Adaptive keyframe sampling for long video understanding.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Adaptive keyframe sampling for long video understanding
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.029670Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 46c8d370-4f9c-4591-8304-160694a87846 · outbound
This paper cites Mimic-iv-echo-ext-mimicechoqa: A benchmark dataset for echocardiogram-based visual question answering.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Mimic-iv-echo-ext-mimicechoqa: A benchmark dataset for echocardiogram-based visual question answering
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.043501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bc06ba78-eb71-4e1b-91e9-1367b8f3629b · outbound
This paper cites Gemini 3.1 pro: A smarter model for your most complex tasks.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Gemini 3.1 pro: A smarter model for your most complex tasks
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.987435Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4cf592f2-3312-4997-9792-e54622d60381 · outbound
This paper cites Lvbench: An extreme long video understanding benchmark.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Lvbench: An extreme long video understanding benchmark
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.990767Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ef52dbea-d4d8-4cf1-b07a-cad1968a9b09 · outbound
This paper cites Autolaparo: A new dataset of integrated multi-tasks for image-guided surgical automation in laparoscopic hysterectomy.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Autolaparo: A new dataset of integrated multi-tasks for image-guided surgical automation in laparoscopic hysterectomy
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.002139Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9c7a4c55-4aec-4aa3-8b1a-2aff74e4e4d8 · outbound
This paper cites Longvideobench: A benchmark for long-context interleaved video-language understanding.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Longvideobench: A benchmark for long-context interleaved video-language understanding
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.966155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b3ecea8b-ce60-4310-b7ab-6efa33b039b2 · outbound
This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild MiniCPM-V: A GPT-4V Level MLLM on Your Phone
Reference 49
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T19:16:07.486569Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f62cf355-6bef-4d82-8735-97fd6c8a9661 · outbound
This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.986798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 019fdc59-210b-42f5-9ab9-a5c1eb01f229 · outbound
This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency
Reference 55
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.513468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0071f784-2caf-4bb8-a85a-b9944c00c5a5 · outbound
This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Reference 56
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.424343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e21d934f-0528-4846-8e6a-91bda0f4ea25 · outbound
This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 57
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.450668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b5a39afa-532c-46f0-b469-d4724efd14d3 · outbound
This paper cites Qwen2.5-VL Technical Report.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Qwen2.5-VL Technical Report
Reference 58
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.416124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5c15d653-c77a-4879-878e-1d6a1ed7f8dd · outbound
This paper cites Qwen3-VL Technical Report.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Qwen3-VL Technical Report
Reference 59
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.508619Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a0a72f57-7d51-48a1-8bb7-ed1803b01720 · outbound
This paper cites MedGemma Technical Report.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild MedGemma Technical Report
Reference 60
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.492013Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2ed08202-a445-401a-910a-269f2ec7c7cd · outbound
This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 61
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2eb0ed3f-43a7-4ef2-a9cb-ba6d34e78ddb · outbound
This paper cites HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T19:16:07.533998Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 69fa3833-5c51-42a5-b987-3410237bacfe · outbound
This paper cites an unresolved cited work.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T13:17:50.004660Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 19a12006-3b84-4e7e-b071-11e7cb984348 · outbound
This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.965773Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e0155bb6-715e-4429-a952-b2da743e96ed · outbound
This paper cites arXiv preprint arXiv:2603.00512 , year=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild arXiv preprint arXiv:2603.00512 , year=
Reference 66
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T19:16:07.429415Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f1a9b58c-666c-44f1-b94f-1603ec438d54 · outbound
This paper cites American Journal of Gastroenterology , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild American Journal of Gastroenterology , volume=
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.972052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2e138424-c925-461f-80fb-dd668b94af6f · outbound
This paper cites New England Journal of Medicine , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild New England Journal of Medicine , volume=
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.977297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 66c1444c-2725-4d8e-99c2-302ea202736b · outbound
This paper cites Clinical Gastroenterology and Hepatology , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Clinical Gastroenterology and Hepatology , volume=
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.001531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5e5cfe94-d8c6-4be6-98bd-85fd6cad65fd · outbound
This paper cites Divide-then-Diagnose: Weaving Clinician-Inspired Contexts for Ultra-Long Capsule Endoscopy Videos.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Divide-then-Diagnose: Weaving Clinician-Inspired Contexts for Ultra-Long Capsule Endoscopy Videos
Reference 70
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.475502Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b30d5025-9271-4960-8ff4-1b633bc269d0 · outbound
This paper cites Biomedical Optics Express , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Biomedical Optics Express , volume=
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.057919Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation aef39177-fa86-475b-8d55-11d277d32df9 · outbound
This paper cites an unresolved cited work.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T13:17:49.941288Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2911fadb-fbe2-40a9-8a8e-8f4b862fc0ef · outbound
This paper cites Journal of the American Society of Echocardiography , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Journal of the American Society of Echocardiography , volume=
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.938600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5fed9393-475c-4c68-bfe2-5ee5341ebc0b · outbound
This paper cites Acta Radiologica , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Acta Radiologica , volume=
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.951537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e9eeea78-7ff2-4b8e-9826-9581febb9da6 · outbound
This paper cites IEEE Journal of Biomedical and Health Informatics , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild IEEE Journal of Biomedical and Health Informatics , volume=
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.005172Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8b786b6f-8085-42ea-9336-50f1551eb565 · outbound
This paper cites npj Digital Medicine , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild npj Digital Medicine , volume=
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.054022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cc5d5c52-dfbc-4c47-8f58-ed3167bd43fa · outbound
This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.913560Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 91028cd8-6cd9-4428-936a-47fddf4ba213 · outbound
This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.916710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d4565e1a-02cc-4dd8-aa04-58045645717e · outbound
This paper cites Advances in Neural Information Processing Systems , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Advances in Neural Information Processing Systems , pages=
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.076680Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 38cf701d-9669-4617-ad25-14d23916e5f6 · outbound
This paper cites Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024 , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024 , pages=
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.919692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bcae6083-f207-4b3b-b375-3781da64a295 · outbound
This paper cites Computer Vision -- ECCV 2024 , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Computer Vision -- ECCV 2024 , pages=
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.915427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 187c4c83-cee0-4c58-adf3-e85d4228e7f3 · outbound
This paper cites How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos?.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos?
Reference 82
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T19:16:07.526906Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0554f377-4198-43b6-9270-2c061069cd4a · outbound
This paper cites arXiv preprint arXiv:2603.06570 , year=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild arXiv preprint arXiv:2603.06570 , year=
Reference 83
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T19:16:07.444794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5a646395-0c8b-4d61-98ce-239c52630c6a · outbound
This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Proceedings of the AAAI Conference on Artificial Intelligence , volume=
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.925229Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c9370133-c00c-4d3a-8ec3-40a856bb46bf · outbound
This paper cites MedGRPO: Multi-Task Reinforcement Learning for Heterogeneous Medical Video Understanding.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild MedGRPO: Multi-Task Reinforcement Learning for Heterogeneous Medical Video Understanding
Reference 85
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.568594Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 84fb6661-0a53-4bb8-9b00-4d0a6db3d4c6 · outbound
This paper cites PhysioNet , year=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild PhysioNet , year=
Reference 86
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.947580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cb1e5f02-3f42-4bb0-8dcd-e7c51e226f38 · outbound
This paper cites MiniCPM-V: A.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild MiniCPM-V: A
Reference 87
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.980048Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a1207483-aae8-4b3e-a819-60c5bf9f5a17 · outbound
This paper cites LLaVA-Video: Video Instruction Tuning With Synthetic Data.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild LLaVA-Video: Video Instruction Tuning With Synthetic Data
Reference 88
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.411617Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ea2ba43d-e694-4a2c-bacc-163bef11ee43 · outbound
This paper cites 2026 , howpublished=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild 2026 , howpublished=
Reference 89
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.882550Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 91fadc65-a633-4257-b8f8-563cae1d340c · outbound
This paper cites 2026 , howpublished=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild 2026 , howpublished=
Reference 90
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.064538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d3e82b2f-7208-42c1-a92e-db6769e119c1 · outbound
This paper cites We're Expanding Our.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild We're Expanding Our
Reference 91
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.896640Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 73fa5ec1-1c36-472f-a236-02bf9f1b6674 · outbound
This paper cites an unresolved cited work.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Unresolved cited work
Reference 92
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-26T13:17:49.876811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 82b5c1a8-d259-4ac2-88de-e2a36a45c683 · outbound
This paper cites an unresolved cited work.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Unresolved cited work
Reference 93
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-26T13:17:49.879550Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4a176ee4-a216-495c-ba16-976d85638ee2 · outbound
This paper cites Jiang, Y.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Jiang, Y
Reference 94
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T19:16:07.461953Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 82a5614e-764b-46d7-bfb3-09c97d2a20a4 · outbound
This paper cites VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding
Reference 95
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T19:16:07.439260Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ace738c8-8441-410f-949c-d37a5b0e0ab4 · outbound
This paper cites Long Context Transfer from Language to Vision.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Long Context Transfer from Language to Vision
Reference 96
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T07:08:36.726593Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 52e12638-e132-44a5-8b65-f8bfc00e0044 · outbound
This paper cites VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling
Reference 97
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-18T04:02:43.915683Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation dc519c26-77e9-4426-a602-ef0533594b9a · outbound
This paper cites Advances in Neural Information Processing Systems , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Advances in Neural Information Processing Systems , volume=
Reference 98
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.874038Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9b09393b-1b9e-482f-8bcb-fdd8bcb23fa0 · outbound
This paper cites Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation
Reference 99
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T19:16:07.499176Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 684cd3d3-6f79-425a-b97b-7290acecb609 · outbound
This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=
Reference 100
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.918449Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ccc84196-5b42-48de-b067-6ba9ee596362 · outbound
This paper cites 2022 , eprint=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild 2022 , eprint=
Reference 101
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.892926Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 25fbe252-25f3-4be1-b5f0-851631c9ade1 · outbound
This paper cites Scientific Data , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Scientific Data , volume=
Reference 102
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.931659Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d10158d3-0f78-441c-bb92-87b5b6673533 · outbound
This paper cites Medical Image Analysis , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Medical Image Analysis , pages=
Reference 103
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.011762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation da4a1ef2-d343-438b-a423-87c73cb583bd · outbound
This paper cites International journal of computer assisted radiology and surgery , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild International journal of computer assisted radiology and surgery , volume=
Reference 104
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.047466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 74e3f639-bc76-438e-a768-410f60ace084 · outbound
This paper cites Scientific Data , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Scientific Data , volume=
Reference 105
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.983377Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bf9a7a3c-8f97-4116-ad64-f06ffb2ee507 · outbound
This paper cites Medical Image Analysis , pages=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Medical Image Analysis , pages=
Reference 106
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:49.849405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0585806c-8307-4504-88b9-f0f3ae88af75 · outbound
This paper cites American Journal of Obstetrics and Gynecology , volume=.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild American Journal of Obstetrics and Gynecology , volume=
Reference 107
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T13:17:50.019074Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
Observation 2f7d6379-5e45-4668-92e5-300186793dfa · inbound
MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding cites this paper.
MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding MedHorizon: Towards Long-context Medical Video Understanding in the Wild
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T16:38:39.515751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c44e243c-2bba-46b7-8550-f3038b76a576 · inbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series cites this paper.
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedHorizon: Towards Long-context Medical Video Understanding in the Wild
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T14:52:42.813309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23c65698-d66c-49e6-bdc3-1f9c9aa562da · inbound
Beyond Frame Selection: Generative Latent Evidence Aggregation for Long-Video Understanding cites this paper.
Beyond Frame Selection: Generative Latent Evidence Aggregation for Long-Video Understanding MedHorizon: Towards Long-context Medical Video Understanding in the Wild
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T04:55:07.002233Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.