Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 25 inbound Pith citation observations for arXiv:2410.08500.
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 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:13:16.056586Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-01T15:25:47.567066Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 10285939-4231-46bd-9e75-0d1198140125 · inbound
UAV-VLA: Vision-Language-Action System for Large Scale Aerial Mission Generation cites this paper.
UAV-VLA: Vision-Language-Action System for Large Scale Aerial Mission Generation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T21:23:29.629020Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d79d272-afaf-44b7-991b-c5bc255eb7ef · inbound
UAV-CodeAgents: Scalable UAV Mission Planning via Multi-Agent ReAct and Vision-Language Reasoning cites this paper.
UAV-CodeAgents: Scalable UAV Mission Planning via Multi-Agent ReAct and Vision-Language Reasoning Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T22:24:50.942826Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ddc407a-fb40-4fe7-ba4e-0a9929d0a3fe · inbound
Towards Autonomous UAV Visual Object Search in City Space: Benchmark and Agentic Methodology cites this paper.
Towards Autonomous UAV Visual Object Search in City Space: Benchmark and Agentic Methodology Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:52:09.133106Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 877af2c5-fa10-48dc-9ba0-1dadaa24a435 · inbound
Deploying Foundation Model-Enabled Air and Ground Robots in the Field: Challenges and Opportunities cites this paper.
Deploying Foundation Model-Enabled Air and Ground Robots in the Field: Challenges and Opportunities Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:34:49.538830Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7df6e48a-cd8f-40de-88af-3279ed3e6aec · inbound
SkyVLN: Vision-and-Language Navigation and NMPC Control for UAVs in Urban Environments cites this paper.
SkyVLN: Vision-and-Language Navigation and NMPC Control for UAVs in Urban Environments Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:04:40.314576Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6994bc1a-df1e-4167-8bbc-b265bd277082 · inbound
UAV-ON: A Benchmark for Open-World Object Goal Navigation with Aerial Agents cites this paper.
UAV-ON: A Benchmark for Open-World Object Goal Navigation with Aerial Agents Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T10:15:11.334397Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80d33d75-5c5d-420a-91f4-0165814cbd32 · inbound
AeroDuo: Aerial Duo for UAV-based Vision and Language Navigation cites this paper.
AeroDuo: Aerial Duo for UAV-based Vision and Language Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T18:05:58.942208Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e5287ba-166b-4b44-b9f1-8ff83d9a8d27 · inbound
TopoNav: Topological Graphs as a Key Enabler for Advanced Object Navigation cites this paper.
TopoNav: Topological Graphs as a Key Enabler for Advanced Object Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:41:05.987825Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed6d625a-e630-4cb2-bc68-774b25a406fa · inbound
Aerial Vision-Language Navigation with a Unified Framework for Spatial, Temporal and Embodied Reasoning cites this paper.
Aerial Vision-Language Navigation with a Unified Framework for Spatial, Temporal and Embodied Reasoning Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T23:58:42.583635Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 564bde84-8c51-43f3-8e24-2dd39732290a · inbound
PINA: Prompt Injection Attack against Navigation Agents cites this paper.
PINA: Prompt Injection Attack against Navigation Agents Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T09:30:30.819041Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1049209a-bd6d-46d1-bcf8-35f02c722284 · inbound
Fly0: Persistent Metric Anchoring for Zero-Shot Aerial Vision-Language Navigation cites this paper.
Fly0: Persistent Metric Anchoring for Zero-Shot Aerial Vision-Language Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T05:36:29.650055Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38a11b72-6475-4cc0-ba07-fe66d7542b6e · inbound
Vision-Language Navigation for Aerial Robots: Towards the Era of Large Language Models cites this paper.
Vision-Language Navigation for Aerial Robots: Towards the Era of Large Language Models Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 91
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T00:45:49.981684Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b6b1853d-6dd7-4ae2-a648-5f6f4ce6ab88 · inbound
How Far Are Large Multimodal Models from Human-Level Spatial Action? A Benchmark for Goal-Oriented Embodied Navigation in Urban Airspace cites this paper.
How Far Are Large Multimodal Models from Human-Level Spatial Action? A Benchmark for Goal-Oriented Embodied Navigation in Urban Airspace Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:25:57.132106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d742da56-e8df-41d2-bc38-9724a190a5e0 · inbound
HTNav: A Hybrid Navigation Framework with Tiered Structure for Urban Aerial Vision-and-Language Navigation cites this paper.
HTNav: A Hybrid Navigation Framework with Tiered Structure for Urban Aerial Vision-and-Language Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T00:45:50.553104Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3ff45b8e-96f5-4b24-b577-2fba86496587 · inbound
Vision-and-Language Navigation for UAVs: Progress, Challenges, and a Research Roadmap cites this paper.
Vision-and-Language Navigation for UAVs: Progress, Challenges, and a Research Roadmap Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 294
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T14:10:29.560792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c0c83387-80f3-44da-9976-b56f61f6fab4 · inbound
FineCog-Nav: Integrating Fine-grained Cognitive Modules for Zero-shot Multimodal UAV Navigation cites this paper.
FineCog-Nav: Integrating Fine-grained Cognitive Modules for Zero-shot Multimodal UAV Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T08:17:37.780293Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7f5b54e4-2054-46e7-b235-fc07736b3aa1 · inbound
LookasideVLN: Direction-Aware Aerial Vision-and-Language Navigation cites this paper.
LookasideVLN: Direction-Aware Aerial Vision-and-Language Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T07:52:14.176186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2c14d76f-ca62-424f-a722-8ba5c28601a2 · inbound
CLOSER-VLN: Closed-Loop Self-Verified Retrieval-Augmented Reasoning for Aerial Vision-Language Navigation cites this paper.
CLOSER-VLN: Closed-Loop Self-Verified Retrieval-Augmented Reasoning for Aerial Vision-Language Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T15:25:47.569094Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation be35ccc0-e7f4-45e7-80cc-679d42a922e9 · inbound
A Comprehensive Survey and Systematic Real-World Evaluation of Embodied Vision-and-Language Navigation cites this paper.
A Comprehensive Survey and Systematic Real-World Evaluation of Embodied Vision-and-Language Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 269
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T15:39:59.878169Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d192ede-a490-407e-9624-c109a0d1ffae · inbound
Parse, Search, and Confirmation: Training-Free Aerial Vision-and-Dialog Navigation with Chain-of-Thought Reasoning and Structured Spatial Memory cites this paper.
Parse, Search, and Confirmation: Training-Free Aerial Vision-and-Dialog Navigation with Chain-of-Thought Reasoning and Structured Spatial Memory Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:58:23.085764Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1c88d18-4586-4571-8779-c97ac34486de · inbound
CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning cites this paper.
CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:10:07.895700Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a81e81d0-d8e7-4ab8-9264-0b1e829252a9 · inbound
Deliberate Before You Fly: Vision-Guided Spatial Deliberation for UAV See-and-Reach Navigation cites this paper.
Deliberate Before You Fly: Vision-Guided Spatial Deliberation for UAV See-and-Reach Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:42:56.635108Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3808fd92-ada5-4d41-b38c-a8b3b33177b1 · inbound
From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation cites this paper.
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 076a35f4-3f6b-4d27-94d6-f3e0f61cc1a8 · inbound
DreamFly: Causal Memory and Receding-Horizon Diffusion Planning for Aerial Vision-Language Navigation cites this paper.
DreamFly: Causal Memory and Receding-Horizon Diffusion Planning for Aerial Vision-Language Navigation Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T00:13:16.056586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bae13d8d-cf30-4df9-9d2f-faf0cd0f8495 · inbound
AirForesight: Current-to-Future Spatial Map Imagination with Cross-Space Planning Consistency for UAV-VLN cites this paper.
AirForesight: Current-to-Future Spatial Map Imagination with Cross-Space Planning Consistency for UAV-VLN Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T22:23:27.815714Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.