Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T20:59:21.425916Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 1 inbound Pith citation observation for arXiv:2511.17384.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T20:59:21.425916Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-08T08:15:20.055650Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T20:41:13.790288Z
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 268aea4b-6a76-4493-b6a7-3b2bea92801e · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Vision-and-language navigation: Interpreting visually-grounded navigation instructions in real environments
Reference 1
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Observation fff39733-19ee-4d9f-b245-319af0a0ffbd · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Claude sonnet 4.5, 2025
Reference 2
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Observation a715cad2-004a-4c2d-9afa-530ae07f1f30 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Scanqa: 3d question answering for spatial scene understanding
Reference 3
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Observation e1316510-d3ef-43f6-927f-e27919579d7c · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation The r2r framework: Publishing and discovering mappings on the web.COLD, 665:97–108, 2010
Reference 4
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Observation d46d9a2b-bba0-4882-8bb3-1bcbd2896d7e · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Depth pro: Sharp monocular metric depth in less than a second
Reference 5
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Observation 45290bed-d13d-4b59-865c-81cd9e2338da · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Spatialbot: Pre- cise spatial understanding with vision language models
Reference 6
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Observation 72cb38fa-cc5a-4756-b80f-673c8889a044 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Partnr: A benchmark for planning and rea- soning in embodied multi-agent tasks
Reference 7
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Observation 476e92a7-c27a-4919-8020-43ca8735e671 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Neural topological slam for vi- sual navigation
Reference 8
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Observation 2a3d542c-e622-4417-884b-5ff4825f8d78 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Spatialvlm: Endow- ing vision-language models with spatial reasoning capabili- ties
Reference 9
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Observation cefecfe8-cdc9-40e2-8f00-7ee8d7c0df13 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Spatial- rgpt: Grounded spatial reasoning in vision-language models
Reference 10
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Observation 9f1d3e99-879f-44e2-b031-4adefe539988 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation EfficientEQA: An Efficient Approach to Open-Vocabulary Embodied Question Answering
Reference 11
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Observation 0e6dd7fd-825c-49d4-b05b-7a182c8e543b · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Lota-bench: Benchmarking language- oriented task planners for embodied agents
Reference 12
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Observation 7b1e12fb-aa81-4e6d-accc-3d3433d8ed9d · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Embodied question answer- ing
Reference 13
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Observation 3cacc8f1-7bf6-4548-ad4c-bb7f74e49430 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Mm-spatial: Exploring 3d spatial understanding in multimodal llms
Reference 14
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Observation 2e83de45-62df-4af9-a141-c834b9dfef76 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation EmbSpatial-bench: Benchmarking spatial un- derstanding for embodied tasks with large vision-language models
Reference 15
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Observation 98aa84ae-30bd-422c-b69d-63ade9c05ff9 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Blink: Multimodal large language models can see but not perceive
Reference 16
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Observation ec07af9e-1545-4e62-a124-8dc157f90bb5 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Gemini 2.5 Flash Preview Model Card
Reference 17
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Observation 6b753aa9-19db-4d46-b6d6-6a26785b6a5d · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Autotag & tagmap: Llm-powered moodle plugins for peda- gogical alignment checks.SN Computer Science, 6(7):1–11,
Reference 18
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Observation ecebcd8e-2084-4abe-8dd4-e8ed58015860 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation 3d-llm: In- jecting the 3d world into large language models.Advances in Neural Information Processing Systems, 36:20482–20494,
Reference 19
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Observation b6fca1c9-e57a-4da3-8d2a-30822944f937 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Enhancing visualization and interaction of complex spatial data through augmented reality.The International Journal of Advanced Manufacturing Technology, 134(11):5891–5906, 2024
Reference 20
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Observation 37175fff-ffaf-4c68-8a87-3a45f0e2aa43 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Visual language maps for robot navigation
Reference 21
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Observation 5e29cb65-16c6-4860-9b01-b26b23e2ddf5 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Gqa: A new dataset for real-world visual reasoning and compositional question answering
Reference 22
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Observation 2df73521-921e-4e4f-beea-9acaca451b97 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Clevr: A diagnostic dataset for compositional language and elementary visual reasoning
Reference 23
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Observation 08ff3179-7c2d-4476-b1ff-039788fa47d5 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation OpenVLA: An Open-Source Vision-Language-Action Model
Reference 24
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Observation c194c02a-a13c-46eb-8516-888ead71a700 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Llava-next: Stronger llms supercharge multimodal capa- bilities in the wild, 2024
Reference 25
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Observation 60cb29bc-4cf0-4d6c-8195-ffdf541b2936 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Behavior-1k: A benchmark for embodied ai with 1,000 ev- eryday activities and realistic simulation
Reference 26
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Observation 36373aeb-9c68-4af6-8c82-30c4f13623dc · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation IndustryEQA: Pushing the Frontiers of Embodied Question Answering in Industrial Scenarios
Reference 27
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Observation cda5e9a0-1daf-4993-89dd-7463904e7c07 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Visual Large Language Models for Generalized and Specialized Applications
Reference 28
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Observation d236cf6a-e475-4c54-aae7-7975b8ff6e5e · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Toa: Task-oriented active vqa.Advances in Neural Information Processing Systems, 36:54061–54074, 2023
Reference 29
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Observation 52fa8124-bae6-4ffa-8ba4-bb8d0e84e668 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Reasoning paths with reference objects elicit quanti- tative spatial reasoning in large vision-language models
Reference 30
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Observation c88596c5-ca77-47bf-8c04-50372fe13a43 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Navcot: Boosting llm-based vision-and- language navigation via learning disentangled reasoning
Reference 31
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Observation d26b32e1-6cd7-43ea-bea9-83ddca0f94b1 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation 3dsrbench: A comprehensive 3d spatial reasoning benchmark
Reference 32
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Observation 7a529095-9256-4f69-bc28-ef47feddd9f6 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Openeqa: Embodied question answering in the era of foun- dation models
Reference 33
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Observation 1eca95f3-b0d0-4ee2-bde1-a378358b7035 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Llama 4 model card, 2025
Reference 34
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Observation 9f214e3c-ab9c-47e3-9bc7-8acec09677b4 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model
Reference 35
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Observation 15f8da26-30c1-40b3-9448-e090af8c6b63 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Gpt-4o system card, 2024
Reference 36
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Observation fb2208dd-9e1b-43b9-a9c9-64af267eae17 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Is map- ping necessary for realistic pointgoal navigation? InCVPR, pages 17232–17241, 2022
Reference 37
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Observation 997268c5-8c2b-4b46-b378-cc198d0708d8 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Reverie: Remote embodied visual referring expres- sion in real indoor environments
Reference 38
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Observation fc97cf25-f771-4dc5-8510-788cf0a31a20 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Habitat: A plat- form for embodied ai research
Reference 39
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Observation 8e917696-02e1-4163-a172-54f82124f09e · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Learning to navigate using mid-level visual priors
Reference 40
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Observation 9926cc71-3b36-4f0c-a24f-756db9d3b9b3 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Alfred: A benchmark for interpreting grounded instructions for everyday tasks
Reference 41
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Observation 0977eb82-99cb-4903-9faf-db975a2bab58 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Robospatial: Teaching spatial understanding to 2d and 3d vision-language models for robotics
Reference 42
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Observation 29b6991b-1ce4-4ec4-aea9-940d66551d1e · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Habitat 2.0: Training home assistants to rearrange their habitat
Reference 43
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Observation 3eefe272-89c0-44a8-8feb-7659bd3d526e · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Cambrian-1: A fully open, vision-centric explo- ration of multimodal llms
Reference 44
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Observation 6c36bd83-474b-4fa9-996b-2095b57bcc2f · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Hierarchical open- vocabulary 3d scene graphs for language-grounded robot navigation
Reference 45
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Observation 3f197a8c-8d56-4e54-ac48-ccbadf420a10 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Vsp: Diagnosing the dual challenges of perception and reasoning in spatial planning tasks for mllms
Reference 46
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Observation 5a8bd369-503a-41de-897e-9d9468ff45b2 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation The rise and potential of large language model based agents: A survey.SCIS, 68(2):121101, 2025
Reference 47
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Observation 333a32d1-fe5d-4c6c-83ea-67a61c2dccd5 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Gibson env: Real-world percep- tion for embodied agents
Reference 48
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Observation 99632ebf-e066-4e7c-acbf-d36d4527fcdd · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Expand vsr benchmark for vllm to expertize in spatial rules
Reference 49
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Observation d0ee4011-2ca3-4fac-a51f-8e67ffc2c750 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Point2graph: An end-to-end point cloud- based 3d open-vocabulary scene graph for robot navigation
Reference 50
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Observation 167388c3-ba6e-42ae-a5f7-69a2391588ef · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Qwen3 Technical Report
Reference 51
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IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Thinking in space: How mul- timodal large language models see, remember, and recall spaces
Reference 52
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Observation 9f350c7a-08d3-4c90-b2ac-93747a099db6 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Rila: Re- flective and imaginative language agent for zero-shot seman- tic audio-visual navigation
Reference 53
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IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Sg-nav: Online 3d scene graph prompting for llm-based zero-shot object navigation
Reference 54
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Observation 7cd8029e-c90d-4f3f-8bbf-38d1ff3e3d9e · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation L3mvn: Leveraging large language models for visual target naviga- tion
Reference 55
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Observation ca3c587d-bf40-4c45-85cb-59ba2f46d33e · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation A continual learning approach for em- bodied question answering with generative adversarial imi- tation learning
Reference 56
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Observation cbe7c04a-71e2-4313-801b-0ee0d80291c1 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Open3d-vqa: A benchmark for embodied spatial concept reasoning with multimodal large language model in open space
Reference 57
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Observation 4f3cceb3-5137-41f3-b24c-51aa056d3546 · outbound
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Reference 58
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IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation CityEQA: A Hierarchical LLM Agent on Embodied Question Answering Benchmark in City Space
Reference 59
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Observation 34ba3d3d-319a-41ee-9b4f-20f237f6b381 · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation 3d- vla: a 3d vision-language-action generative world model
Reference 60
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Observation 5b4e9aab-9716-4780-974b-9cd6bff2d5bc · outbound
IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation Towards learning a generalist model for embodied navigation
Reference 61
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IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation reasoning
Reference 62
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IndustryAssetEQA: A Neurosymbolic Operational Intelligence System for Embodied Question Answering in Industrial Asset Maintenance IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation
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