Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T00:23:03.822300Z
Paper Citation Record · LEDGER
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding
As of 7 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2607.15054.
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 2026-08-07T06:34:17.273281+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
29 of 29 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved29
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4afc75ac-6588-4b67-9378-2ffc5ef46892 · outbound
This paper cites GPT-4 Technical Report.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding GPT-4 Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:00.973913Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f649197a-b618-408a-87f8-e57038564a1e · outbound
This paper cites Grounded 3D-LLM with Referent Tokens.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Grounded 3D-LLM with Referent Tokens
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.210993Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8b896e1-377a-4bf6-b5de-c6c188cc415e · outbound
This paper cites Scene-LLM: Extending Language Model for 3D Visual Understanding and Reasoning.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Scene-LLM: Extending Language Model for 3D Visual Understanding and Reasoning
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.362939Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4675c47a-7b5a-4ab3-b24f-83a706477a0e · outbound
This paper cites Chat-Scene: Bridging 3D Scene and Large Language Models with Object Identifiers.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Chat-Scene: Bridging 3D Scene and Large Language Models with Object Identifiers
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.530176Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05707b40-b89d-40bf-8e03-39d0298d5072 · outbound
This paper cites GPT-4o System Card.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding GPT-4o System Card
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.696722Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87e64744-d2a1-4358-87b8-233278902a8f · outbound
This paper cites Adam: A Method for Stochastic Optimization.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Adam: A Method for Stochastic Optimization
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.780480Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e88b47d-566b-43b7-9ad8-e1851429c6fc · outbound
This paper cites Thinking with Geometry: Active Geometry Integration for Spatial Reasoning.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Thinking with Geometry: Active Geometry Integration for Spatial Reasoning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.948198Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f189430-0882-4be4-8ef6-5b005ae1de66 · outbound
This paper cites Depth Anything 3: Recovering the Visual Space from Any Views.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Depth Anything 3: Recovering the Visual Space from Any Views
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:02.051394Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a7fe89a-a414-4b7c-9969-fa9de197a021 · outbound
This paper cites Trace anything: Representing any video in 4d via trajectory fields.arXiv preprint arXiv:2510.13802, 2025a.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Trace anything: Representing any video in 4d via trajectory fields.arXiv preprint arXiv:2510.13802, 2025a
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:02.211902Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf8cbbc5-f5d1-4423-802f-21ab9d50271a · outbound
This paper cites SpaceR: Reinforcing MLLMs in Video Spatial Reasoning.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding SpaceR: Reinforcing MLLMs in Video Spatial Reasoning
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:02.322345Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3b06a84-d677-4a0a-9a70-d483a1a880cd · outbound
This paper cites GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:02.432874Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edf82e13-76f9-433c-902f-45a4153ecd22 · outbound
This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:02.519901Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cac0151-ae00-4379-8ced-26b44dd6e06d · outbound
This paper cites LLaMA: Open and Efficient Foundation Language Models.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding LLaMA: Open and Efficient Foundation Language Models
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:02.675732Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21e08e6c-d6e8-46fa-afc1-3e2ea1de8f1b · outbound
This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Wan: Open and Advanced Large-Scale Video Generative Models
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:02.835659Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce1e85c9-3eed-47d0-9f27-d9e51c7d7277 · outbound
This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:03.003520Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f91d52c3-b8c2-47b3-a065-f8004863312e · outbound
This paper cites Chat-3D: Data-efficiently Tuning Large Language Model for Universal Dialogue of 3D Scenes.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Chat-3D: Data-efficiently Tuning Large Language Model for Universal Dialogue of 3D Scenes
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:03.164292Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a94d5c6e-44f2-4f55-b3f5-195fd52981b0 · outbound
This paper cites Generation Models Know Space: Unleashing Implicit 3D Priors for Scene Understanding.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Generation Models Know Space: Unleashing Implicit 3D Priors for Scene Understanding
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:03.278174Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7437ff82-5dab-4f3b-bb6f-57ef258a53b1 · outbound
This paper cites From flatland to space: Teaching vision-language models to perceive and reason in 3d.arXiv preprint arXiv:2503.22976,.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding From flatland to space: Teaching vision-language models to perceive and reason in 3d.arXiv preprint arXiv:2503.22976,
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:03.437035Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a305829a-724f-4163-949f-21405c8dc6f3 · outbound
This paper cites SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:03.547032Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65a174ab-bebd-457d-9885-22696f41c3b0 · outbound
This paper cites Long Context Transfer from Language to Vision.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Long Context Transfer from Language to Vision
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:03.658491Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ffbde95-a8de-47a6-b3f6-8568ef4d81d3 · outbound
This paper cites Multi3drefer: Grounding text description to multiple 3d objects.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Multi3drefer: Grounding text description to multiple 3d objects
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:03.740289Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7f2432c-0cb8-4974-abe2-f3bc6d064307 · outbound
This paper cites Unifying 3d vision-language understanding via promptable queries.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Unifying 3d vision-language understanding via promptable queries
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:03.822300Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c891bda5-50ec-4552-b0e0-f6f66ad68479 · outbound
This paper cites LLaVA-OneVision: Easy Visual Task Transfer.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding LLaVA-OneVision: Easy Visual Task Transfer
Reference 2014
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.864475Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4ec22de-4f42-4007-8a85-dc08415a53dc · outbound
This paper cites Seeing through imagination: Learning scene geometry via implicit spatial world modeling.arXiv preprint arXiv:2512.01821,.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Seeing through imagination: Learning scene geometry via implicit spatial world modeling.arXiv preprint arXiv:2512.01821,
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.120140Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99ea6e02-6a1d-4020-adf5-02c703efe42a · outbound
This paper cites Qwen3-VL Technical Report.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Qwen3-VL Technical Report
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.048543Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71d197b1-e280-443c-b1c5-c20763002696 · outbound
This paper cites 3drs: Mllms need 3d-aware representation supervision for scene understanding.arXiv preprint arXiv:2506.01946,.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding 3drs: Mllms need 3d-aware representation supervision for scene understanding.arXiv preprint arXiv:2506.01946,
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.613098Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ba8b9c3-c4ab-43e9-9f7c-f875897ca14e · outbound
This paper cites Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.446109Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a027346-4e82-4a16-966d-da6358e1aa4e · outbound
This paper cites VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.277839Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c4a1fa3-70d6-499e-b42b-d96f56b54eb2 · outbound
This paper cites Improved Visual-Spatial Reasoning via R1-Zero-Like Training.
Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding Improved Visual-Spatial Reasoning via R1-Zero-Like Training
Reference 2026
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:23:01.979540Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.