Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:41:59.950170Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2608.07987.
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 2026-08-12T00:41:59.950170Z
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
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation fa0b5756-bf2b-4847-b447-c273aaa2b0fa · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Embodied3DBench: Benchmarking Low-Level Embodied Spatial Intelligence of Vision Language Models
Reference 1
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 a75c6b97-646a-4e0f-b568-05e7bc57cf1d · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Mmsi-bench: A benchmark for multi-image spatial intelligence,
Reference 2
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 34a4db5b-51df-4362-ad64-75b660f37e62 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Reltr: Relation transformer for scene graph generation,
Reference 3
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 0a4b415d-339e-4ee6-be25-7c74817856bf · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Scenehgn: Hierarchical graph networks for 3d indoor scene generation with fine-grained geometry,
Reference 4
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 9bcfd0be-b146-43e3-b7da-60c8c8c405d0 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Planner3d: Llm-enhanced graph prior meets 3d indoor scene explicit regularization,
Reference 5
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 e3bf02de-6c1f-4c36-8583-73521a0c6f53 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Knowledge-based embodied question answering,
Reference 6
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 2efd8b0f-15b2-43f6-98ff-8c9bfe855a4a · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence 3d- llava: Towards generalist 3d lmms with omni superpoint transformer,
Reference 7
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 ac4b85b8-710c-41c4-b220-e7a701b1c2f8 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Chat-scene: Bridging 3d scene and large language models with object identifiers,
Reference 8
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 56723bf1-f0ab-442c-b22c-14e0e362c680 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Ll3da: Visual interactive instruction tuning for omni-3d understanding reasoning and planning,
Reference 9
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 084ee99f-87f7-4404-987d-3bd98380aab5 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Matrix3d: Large photogrammetry model all-in-one,
Reference 10
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 a8dfecff-48ee-471b-8b69-c4c0bc1b4ad1 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence WorldMirror: Universal 3D World Reconstruction with Any-Prior Prompting
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d338d57-8bf8-4b29-88c6-fc0fd8d9ad4c · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Llava-3d: A simple yet effective pathway to empowering lmms with 3d capabilities,
Reference 12
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 6a355eb7-1502-4d17-9fdd-bd854e7f46ae · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Video-3d llm: Learning position- aware video representation for 3d scene understanding,
Reference 13
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 f3cb7d44-5057-4606-a2e2-e41e8ad24b36 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Sti-bench: Are mllms ready for precise spatial-temporal world understanding?
Reference 14
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 c75607ef-8626-4f81-8927-24d0338f5caf · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Thinking in space: How multimodal large language models see, remember, and recall spaces,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b1202d0-ddab-4dc3-a216-f4aafedf137c · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Spacemind: Camera-guided modality fusion for spatial reasoning in vision-language models,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69cf5398-d942-44a2-bdc2-73d22ae0e4bc · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Learning from videos for 3d world: Enhancing mllms with 3d vision geometry priors,
Reference 17
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 44abb8d1-e15c-4ec2-8da0-aa7eeb66ab65 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Spatial-mllm: Boosting mllm capabilities in visual-based spatial intelligence,
Reference 18
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 92b67692-c6a9-487a-ba77-965b77b5caf6 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence S 3-TIR: Coupled spatial-spectral splatting for thermal infrared novel view synthesis,
Reference 19
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 5b69ced3-2306-4dfb-a4ff-4c4c5bfc560f · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Uncertainty-aware medical diagnostic phrase identification and grounding,
Reference 20
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 465ab7ff-8382-4041-a5b7-0c43e2ebd630 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Inter-task weaving in image enhancement: From a new unified architecture to a better meta-representation learning,
Reference 21
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 ad2ae15c-8a41-420f-b65a-6e40c2e076bc · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence World2VLM: Distilling World Model Imagination into VLMs for Dynamic Spatial Reasoning
Reference 22
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 08cfe3d2-841a-4f35-b784-d0df31110469 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning
Reference 23
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 102fcf12-9f13-4b14-b0c9-9b7d70dc3f16 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Striving for faster and better: A one-layer architecture with auto re-parameterization for low- light image enhancement,
Reference 24
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 b40b98aa-a499-49c5-b824-ad152e0bce24 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Sentence-level prompts benefit composed image retrieval,
Reference 25
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 c1714e56-c16c-4b41-8862-d4b281b745c5 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Biprolora: Bilevel prompt lora for real scene recovery,
Reference 26
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 981f363c-b46f-40cb-8db3-437b42c65725 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence OpenSpatial: A Principled Data Engine for Empowering Spatial Intelligence
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c67ad0c-57b4-49e5-b551-8ede166d501f · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Causalspatial: A benchmark for object-centric causal spatial reasoning,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd110462-3946-4c10-b241-6a8d093c6b9f · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Person re-identification method based on color attack and joint defence,
Reference 29
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 0c6f9aa4-b172-421b-b20c-68995828f0c6 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence A theory-inspired framework for few-shot cross-modal sketch person re-identification,
Reference 30
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 67f2cf68-55dc-4f0d-9b2a-3168b29f9cfd · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence 3d-llm: Injecting the 3d world into large language models,
Reference 31
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 1c91139e-4af7-4b9e-bcbc-82c866b61e7d · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Pointllm: Empowering large language models to understand point clouds,
Reference 32
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 0f74b3ed-ca82-47a3-91eb-dbaeedc78218 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Jm3d & jm3d-llm: Elevating 3d representation with joint multi-modal cues,
Reference 33
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 14b0cd5f-1202-4a8d-a338-d4f31edc076e · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Chat-scene++: Exploiting context-rich object identification for 3d llm,
Reference 34
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 6d0c30a8-05bb-4042-8821-db0fcff04f78 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Think with 3d: Geometric imagination grounded spatial reasoning from limited views,
Reference 35
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 a7407fb1-1f6b-4b4e-ba7b-44eda89cc92d · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Chain-of-thought prompting elicits reasoning in large language models,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4e28b4d-8053-4958-8b1d-5381aad051ff · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Tree of thoughts: Deliberate problem solving with large language models,
Reference 37
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 8065cc08-7913-4038-9279-8d69d8aa2863 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Graph of thoughts: Solving elaborate problems with large language models,
Reference 38
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 2c4b291a-a7ed-4a9a-86e1-ae4a0200e764 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Let’s verify step by step,
Reference 39
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 b751b9f6-ffaa-4b52-b946-18baf4a1a523 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Math-shepherd: Verify and reinforce llms step-by-step without human annotations,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4da5560-b086-4d1b-8d3d-95f87956128f · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdb79a1d-bff9-4f96-9f0c-794ef291d4f3 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Scannet: Richly-annotated 3d reconstructions of indoor scenes,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee3cfe6e-9049-4eef-a162-122f9b1fef6c · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Scannet++: A high- fidelity dataset of 3d indoor scenes,
Reference 43
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 f2ea5f16-2b7c-4fda-84b5-04cddde9d17b · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Matterport3d: Learning from rgb-d data in indoor environments,
Reference 44
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 eb0b887d-a36f-4cb0-aa75-7b3ac0c649dd · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Habitat-matterport 3d dataset (hm3d): 1000 large-scale 3d environments for embodied ai,
Reference 45
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 44e41d85-4cdc-4484-8f6b-dd3f553a06bf · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Qwen3-VL Technical Report
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46f826c4-63a9-46a0-9a8c-e12b286ba705 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Xiaomi mimo-vl-miloco technical report,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d57115f8-f256-4b4f-b79c-2f078e149ce1 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence The Llama 3 Herd of Models
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b508e40f-587d-41ed-bb44-718a51675401 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Llava-cot: Let vision language models reason step-by-step,
Reference 49
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 d3e23f11-305a-4ae4-afd3-429acccaa405 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Kimi-VL Technical Report
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5a3ff73-3193-4835-9725-db3652106290 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2947eef5-fb95-4477-8f1e-9ffb1c9b5b3c · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence LLaVA-Video: Video Instruction Tuning With Synthetic Data
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42b028b7-aa18-4b0a-a3fc-a9e45e517213 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 051d18e8-95b8-417a-8675-21220c70e369 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Spatialvlm: Endowing vision-language models with spatial reasoning capabilities,
Reference 54
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 6c907c9e-a257-4a37-a42c-479b043d0384 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence SpaceR: Reinforcing MLLMs in Video Spatial Reasoning
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d193410-6ae2-43c6-8354-05ccb707cc67 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Scaling spatial intelligence with multimodal foundation models,
Reference 56
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 66201e29-81c8-4fd0-9102-98902c7ea922 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Visual spatial tuning,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c05ed17-c5b4-4dd5-813f-46494c4c1631 · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence OpenAI GPT-5 System Card
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e3502e0-3f8a-462c-a8d6-f5d7c63dfe4c · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Gemini 3.1 pro: Model card,
Reference 59
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 ff22761d-01d1-44fa-98fb-dc588265d3ab · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Self-consistency improves chain of thought reasoning in language models,
Reference 60
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 fcc6012a-dc49-46d6-8438-44ba128cb92b · outbound
Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence He is currently a Professor at the Suzhou Institute for Advanced Research/School of Mathematical Sciences at the University of Science and Technology of China
Reference 2010
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.
No inbound Pith citation observations are available.