Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:03:27.878816Z
Paper Citation Record · LEDGER
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation
As of 12 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2608.09564.
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 2026-08-12T06:34:41.77262+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
Reference resolution
63 of 63 outbound references displayed
- verified exact1
- verified fuzzy6
- unresolved56
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation ff486578-0295-40e4-a925-b9bca5de324a · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.539540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1c3f6b71-264e-4796-a6ef-4f94ef0c1dcb · outbound
This paper cites Qwen2.5-VL Technical Report.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Qwen2.5-VL Technical Report
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:26.855318Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad029897-c232-45a6-8884-889e523dca59 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.517618Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d259e947-638d-424f-ada2-d048d187258f · outbound
This paper cites Chen, Jo Chuang, Marynel Vázquez, and Silvio Savarese.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Chen, Jo Chuang, Marynel Vázquez, and Silvio Savarese
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T15:03:30.498252Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5f5769b3-6b00-4fe7-bb05-1ae2233b4137 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.463940Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 78eba6d7-9df9-4e8a-b6cd-5987de178da4 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.447535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1efed450-4e30-4c55-8630-987d37d9462d · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.421877Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e18ba4dc-372d-4659-b5d0-255ba01a2960 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.317307Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 81d1c4fb-6937-43c4-9252-d9395be0faa1 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.238241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f784d006-a4dd-4c1c-8e30-557965006829 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.156705Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3808fd92-ada5-4d41-b38c-a8b3b33177b1 · outbound
This paper cites Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:26.910659Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 982ab245-4a7b-456e-925d-3875c05bc106 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.141134Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 296e2b56-1b94-42c4-b704-d088ecf7058c · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.108973Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 21c84bea-ef88-4db8-8e73-dd1d263b0e93 · outbound
This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:26.935065Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9633883-ac87-428b-9ac5-89197d334c25 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:30.074753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 29bb5045-2111-435c-8dfb-05d803e583b4 · outbound
This paper cites Kipf and Max Welling.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Kipf and Max Welling
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:26.944175Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee66885a-a002-4c30-bc1f-8cbba2f2b4d0 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:26.948622Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ceae519-3f73-48b4-8648-02137db9c8cf · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.978784Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8db40667-da89-437e-855b-afc82a856a13 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.917570Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 73575d4f-d566-42ff-ae1e-96a0d4f944dc · outbound
This paper cites InProceedings of the European Conference on Computer Vision.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation InProceedings of the European Conference on Computer Vision
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T15:03:30.024078Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 13c50dc5-bcec-4838-a945-234022f1fcc2 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.630933Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b5b180b2-c8f4-4fc7-8f67-20241136e798 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.112810Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a4e05c9-f222-4ad9-88fb-c9edaa1558be · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.612788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 47feb621-7b87-4c85-85d2-761a1451f2cf · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.715995Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9fdfacbb-20a4-4fc0-a728-698e49d2c513 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.567689Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e48f3a97-4025-4067-ac1c-3c407daa0808 · outbound
This paper cites arXiv preprint arXiv:2511.06182 (2025).
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation arXiv preprint arXiv:2511.06182 (2025)
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.082474Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bde0e76-bebe-46ef-a613-c4958f3f80e9 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.533020Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4c755247-bc33-40d3-8cb4-cb33300fa3a7 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.439240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c7a2e6ea-2d0f-419c-a237-d664d090c7cc · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.586018Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6dfe9dfe-8e47-4390-9f43-7df7193f868d · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.333392Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca7e7b34-c808-479f-9ab1-14dc7c018fe6 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.547956Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation db87743e-f533-4256-afb2-a747fd5ae18f · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.329848Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d2e0fe49-9b89-4e05-b2e5-5c85b00326b3 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.209253Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4b6a80dd-8de3-4d57-bb53-99885d924338 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.293777Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4f4bf15-a64d-4913-a737-4613b43f61ca · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.128015Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c4c28100-216b-4430-b321-600dc6b291d1 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.087426Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5ea7b08-d75e-479f-b6b0-c8fde8185ee4 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.486606Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14911aca-706e-4a40-8254-5cefb721d365 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.045508Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1aaf23a1-cf10-4f76-b356-3e3698bd7723 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.028291Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e20f17b8-c47e-4bc8-bd8c-98ecb6a3ec52 · outbound
This paper cites UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.686358Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31ef3395-efba-440e-b0a2-059d7eebfdba · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.991091Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b5e60b2a-4473-4792-ae39-9e9558ade7a7 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.973861Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e4472f22-b011-41c9-9954-5f0e4f6858ce · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.062405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 637493f3-8512-4dca-9f6f-257f4fde5d4a · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.783758Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 77ac52ab-daf1-4e4b-83ac-11dce7a3f55b · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.652787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4fd5b689-5956-496a-aa7b-025d0239616d · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:29.008912Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0ac30817-813a-4f49-bdcc-27238cdaded0 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.532597Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 74cfd65c-6bc5-43b5-bbc1-6a2c9a594fdc · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.480079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7f5e8d33-8d0e-43b9-8eed-7c98931c6e59 · outbound
This paper cites LogisticsVLN: Vision-Language Navigation For Low-Altitude Terminal Delivery Based on Agentic UAVs.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation LogisticsVLN: Vision-Language Navigation For Low-Altitude Terminal Delivery Based on Agentic UAVs
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.851999Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eafe672b-96af-477e-baf2-4babe0ed5956 · outbound
This paper cites Fly0: Persistent Metric Anchoring for Zero-Shot Aerial Vision-Language Navigation.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Fly0: Persistent Metric Anchoring for Zero-Shot Aerial Vision-Language Navigation
Reference 50
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T15:03:28.041798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 14f5b3ae-5bf8-4594-88c7-5e54788cce3c · outbound
This paper cites General-Purpose Aerial Intelligent Agents Empowered by Large Language Models.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation General-Purpose Aerial Intelligent Agents Empowered by Large Language Models
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.863940Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7036a44-bf1f-4919-a2e8-84cc7c9de43a · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.697178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 66f8a49a-c600-4e73-9018-2735b6ae6d06 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.448188Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ad1f7b74-1165-43e4-93ab-a35bc2e4466a · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.590232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9fcea73f-35d9-45bc-81ed-abce85be3b5d · outbound
This paper cites FlexVLN: Flexible Adaptation for Diverse Vision-and-Language Navigation Tasks.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation FlexVLN: Flexible Adaptation for Diverse Vision-and-Language Navigation Tasks
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.842872Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cdafc17-9116-4a37-9a79-1edc5b4ee206 · outbound
This paper cites Aerial Vision-and-Language Navigation with Grid-based View Selection and Map Construction.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Aerial Vision-and-Language Navigation with Grid-based View Selection and Map Construction
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.859664Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5fd108a-215e-4369-87c5-aa57cde6e10e · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.463588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5ff518c-c451-48a6-9594-163aef00b540 · outbound
This paper cites Proximal Policy Optimization Algorithms.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Proximal Policy Optimization Algorithms
Reference 2017
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:03:27.406263Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25679fac-ebd7-4c90-81ab-1cce46e62a17 · outbound
This paper cites InProceedings of the Annual Conference on Neural Information Processing Systems, Vol.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation InProceedings of the Annual Conference on Neural Information Processing Systems, Vol
Reference 2020
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T15:03:30.127046Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c4625972-4613-45da-97d9-5ab88e3d9be6 · outbound
This paper cites InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition
Reference 2021
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T15:03:30.479843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6c7b934e-d04e-4072-9fba-f7dfae7d5a2f · outbound
This paper cites In Proceedings of the 30th ACM International Conference on Multimedia.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation In Proceedings of the 30th ACM International Conference on Multimedia
Reference 2022
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T15:03:28.435088Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3b763c0c-4ba8-4918-bc54-a9d7a47335b1 · outbound
This paper cites InProceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation InProceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems
Reference 2025
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T15:03:29.821197Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5fd0982e-7a1b-4687-8a61-52126ccfe3f3 · outbound
This paper cites an unresolved cited work.
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation Unresolved cited work
Reference 2026
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:03:28.898418Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Pith citing papers
No inbound Pith citation observations are available.