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Paper Citation Record · LEDGER

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence

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.

pith.paper-citation-record.v1
2608.07987 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:41:59.950170Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

61 of 61 outbound references displayed

  • verified exact3
  • verified fuzzy39
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fa0b5756-bf2b-4847-b447-c273aaa2b0fa · outbound

This paper cites Embodied3DBench: Benchmarking Low-Level Embodied Spatial Intelligence of Vision Language Models.

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

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:42:00.507497Z

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.

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Observation a75c6b97-646a-4e0f-b568-05e7bc57cf1d · outbound

This paper cites Mmsi-bench: A benchmark for multi-image spatial intelligence,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Mmsi-bench: A benchmark for multi-image spatial intelligence,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:01.067973Z

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.

source=pdf_text observed=2026-08-12T00:41:59.694486Z digest=sha256:8096c6d0ffa16b7e8f5d95b8f19f5cbf7672e882123bd679b0af708afab65441

Observation 34a4db5b-51df-4362-ad64-75b660f37e62 · outbound

This paper cites Reltr: Relation transformer for scene graph generation,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Reltr: Relation transformer for scene graph generation,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:01.056242Z

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.

source=pdf_text observed=2026-08-12T00:41:59.699834Z digest=sha256:da6d370687308513f2fec6f16cdfc9c848ef25635a5a35cd294962a0d654f3ae

Observation 0a4b415d-339e-4ee6-be25-7c74817856bf · outbound

This paper cites Scenehgn: Hierarchical graph networks for 3d indoor scene generation with fine-grained geometry,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:01.044667Z

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.

source=pdf_text observed=2026-08-12T00:41:59.706217Z digest=sha256:d8436ba52989bb50d17d214a53c776afe60e3fb38febbef1ca55d8776eaa3e22

Observation 9bcfd0be-b146-43e3-b7da-60c8c8c405d0 · outbound

This paper cites Planner3d: Llm-enhanced graph prior meets 3d indoor scene explicit regularization,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:01.033442Z

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.

source=pdf_text observed=2026-08-12T00:41:59.710944Z digest=sha256:0add3f7064c6631f78e4543be925ade0173b7ff0693ba6c9ad8ebc3ee619b124

Observation e3bf02de-6c1f-4c36-8583-73521a0c6f53 · outbound

This paper cites Knowledge-based embodied question answering,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Knowledge-based embodied question answering,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:01.021322Z

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.

source=pdf_text observed=2026-08-12T00:41:59.715941Z digest=sha256:ffe0c9d13f9c76b8b19277ddd8010e0eaee4d4e82f7ff69fbb45d7bf8529b4f2

Observation 2efd8b0f-15b2-43f6-98ff-8c9bfe855a4a · outbound

This paper cites 3d- llava: Towards generalist 3d lmms with omni superpoint transformer,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence 3d- llava: Towards generalist 3d lmms with omni superpoint transformer,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:01.008126Z

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.

source=pdf_text observed=2026-08-12T00:41:59.720441Z digest=sha256:f0bcda5cce587bd0be5e827ea2c581feea2f411b1b2e59996af876ecafbebf40

Observation ac4b85b8-710c-41c4-b220-e7a701b1c2f8 · outbound

This paper cites Chat-scene: Bridging 3d scene and large language models with object identifiers,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.994770Z

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.

source=pdf_text observed=2026-08-12T00:41:59.724212Z digest=sha256:b5e28019706703f5c6ee6e3177a5e3014402f17c03b41fe40e3e03f28db1ecfa

Observation 56723bf1-f0ab-442c-b22c-14e0e362c680 · outbound

This paper cites Ll3da: Visual interactive instruction tuning for omni-3d understanding reasoning and planning,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.977188Z

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.

source=pdf_text observed=2026-08-12T00:41:59.728203Z digest=sha256:7cee18ddf3f50bc835aaee3d46e8be420deb3684e2da837cd03eb2e85fab3e7a

Observation 084ee99f-87f7-4404-987d-3bd98380aab5 · outbound

This paper cites Matrix3d: Large photogrammetry model all-in-one,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Matrix3d: Large photogrammetry model all-in-one,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.964772Z

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.

source=pdf_text observed=2026-08-12T00:41:59.731888Z digest=sha256:d8ee3576770a08dcff8de1a6f4e8ed8ac5fd3cfa3a58a9355ca2b651636a0963

Observation a8dfecff-48ee-471b-8b69-c4c0bc1b4ad1 · outbound

This paper cites WorldMirror: Universal 3D World Reconstruction with Any-Prior Prompting.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence WorldMirror: Universal 3D World Reconstruction with Any-Prior Prompting

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.736108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.736108Z digest=sha256:aac5bdc049c4cc84d1759aba26c8e4ab89493aad600a459634428a254d206a64

Observation 0d338d57-8bf8-4b29-88c6-fc0fd8d9ad4c · outbound

This paper cites Llava-3d: A simple yet effective pathway to empowering lmms with 3d capabilities,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.951990Z

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.

source=pdf_text observed=2026-08-12T00:41:59.741592Z digest=sha256:d5ce407db23c78f4680db68ce312460cc2e65b8417b9797c4a3e422c6a578868

Observation 6a355eb7-1502-4d17-9fdd-bd854e7f46ae · outbound

This paper cites Video-3d llm: Learning position- aware video representation for 3d scene understanding,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.939410Z

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.

source=pdf_text observed=2026-08-12T00:41:59.746229Z digest=sha256:4d31e0b5daf43483055ec28d4143d6b9da93d04b9a67e82a02c19be51e1dd08c

Observation f3cb7d44-5057-4606-a2e2-e41e8ad24b36 · outbound

This paper cites Sti-bench: Are mllms ready for precise spatial-temporal world understanding?.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.926336Z

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.

source=pdf_text observed=2026-08-12T00:41:59.750480Z digest=sha256:f48b0cab22102b50b06c17d82b30829cf950fcfacbfb9a36b4e539a4bb4d5085

Observation c75607ef-8626-4f81-8927-24d0338f5caf · outbound

This paper cites Thinking in space: How multimodal large language models see, remember, and recall spaces,.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.754474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.754474Z digest=sha256:2936d937903effae9743b5c4dd75252f5568ef2adddbfe91693af6118f912cd0

Observation 2b1202d0-ddab-4dc3-a216-f4aafedf137c · outbound

This paper cites Spacemind: Camera-guided modality fusion for spatial reasoning in vision-language models,.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.758432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.758432Z digest=sha256:3ec04d8924352be352f2017b64a52b7e6f6a1643effed6c85cf8497c99374c17

Observation 69cf5398-d942-44a2-bdc2-73d22ae0e4bc · outbound

This paper cites Learning from videos for 3d world: Enhancing mllms with 3d vision geometry priors,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.899765Z

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.

source=pdf_text observed=2026-08-12T00:41:59.762351Z digest=sha256:d21a95d78cf60287bdc461710e7cc72f8c4e7bb79798f50556143a5b451b56ac

Observation 44abb8d1-e15c-4ec2-8da0-aa7eeb66ab65 · outbound

This paper cites Spatial-mllm: Boosting mllm capabilities in visual-based spatial intelligence,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Spatial-mllm: Boosting mllm capabilities in visual-based spatial intelligence,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.885051Z

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.

source=pdf_text observed=2026-08-12T00:41:59.766151Z digest=sha256:a4c3314369149f8250ea44a55a3946ffa281db0db3c44fb2558c9287b2e4d1c4

Observation 92b67692-c6a9-487a-ba77-965b77b5caf6 · outbound

This paper cites S 3-TIR: Coupled spatial-spectral splatting for thermal infrared novel view synthesis,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.872355Z

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.

source=pdf_text observed=2026-08-12T00:41:59.770324Z digest=sha256:98b07289fc82fe5e1cc53b5e421c4f5b185163ba66a5aabc5ca79a357ca62862

Observation 5b69ced3-2306-4dfb-a4ff-4c4c5bfc560f · outbound

This paper cites Uncertainty-aware medical diagnostic phrase identification and grounding,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Uncertainty-aware medical diagnostic phrase identification and grounding,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.859655Z

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.

source=pdf_text observed=2026-08-12T00:41:59.774305Z digest=sha256:25cf8013ed2c36548b5bd452e764a2d4eb06633d67b070f0c2fb8db8fe82cfd3

Observation 465ab7ff-8382-4041-a5b7-0c43e2ebd630 · outbound

This paper cites Inter-task weaving in image enhancement: From a new unified architecture to a better meta-representation learning,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.847350Z

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.

source=pdf_text observed=2026-08-12T00:41:59.778442Z digest=sha256:e36598261d52f796fa6b80280436e9095597388461f15710a5300e6ccad1d0c7

Observation ad2ae15c-8a41-420f-b65a-6e40c2e076bc · outbound

This paper cites World2VLM: Distilling World Model Imagination into VLMs for Dynamic Spatial Reasoning.

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

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:42:00.395525Z

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.

source=pdf_text observed=2026-08-12T00:41:59.782575Z digest=sha256:dfc0bcd27133df61e492ad0e4974eed2fe3dab426a7951ece687de9f4e010a94

Observation 08cfe3d2-841a-4f35-b784-d0df31110469 · outbound

This paper cites From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning.

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

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:42:00.376185Z

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.

source=pdf_text observed=2026-08-12T00:41:59.786889Z digest=sha256:9c9b164ecfc70e61db39d1476db7219b3ecf498015b1d5389a013e9081509eaa

Observation 102fcf12-9f13-4b14-b0c9-9b7d70dc3f16 · outbound

This paper cites Striving for faster and better: A one-layer architecture with auto re-parameterization for low- light image enhancement,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.833576Z

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.

source=pdf_text observed=2026-08-12T00:41:59.791135Z digest=sha256:696220aced61c320b4078153f8172f048d03c5e008051f8e519ca311e98dabdd

Observation b40b98aa-a499-49c5-b824-ad152e0bce24 · outbound

This paper cites Sentence-level prompts benefit composed image retrieval,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Sentence-level prompts benefit composed image retrieval,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.820268Z

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.

source=pdf_text observed=2026-08-12T00:41:59.794890Z digest=sha256:6794427d87557e6fd085f650b03a1f72c4c675155d9ae39a8e657d3a0cf5f06d

Observation c1714e56-c16c-4b41-8862-d4b281b745c5 · outbound

This paper cites Biprolora: Bilevel prompt lora for real scene recovery,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Biprolora: Bilevel prompt lora for real scene recovery,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.798698Z

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.

source=pdf_text observed=2026-08-12T00:41:59.798965Z digest=sha256:1425dd3d70598bf3929adc5c0b197fc3aed2ef2b200f564e64c27814ee0471b5

Observation 981f363c-b46f-40cb-8db3-437b42c65725 · outbound

This paper cites OpenSpatial: A Principled Data Engine for Empowering Spatial Intelligence.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence OpenSpatial: A Principled Data Engine for Empowering Spatial Intelligence

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.803830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.803830Z digest=sha256:ba3ff0e506ddfa1999e5ad952a9580d9873f349550d354969256f064f8971882

Observation 1c67ad0c-57b4-49e5-b551-8ede166d501f · outbound

This paper cites Causalspatial: A benchmark for object-centric causal spatial reasoning,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Causalspatial: A benchmark for object-centric causal spatial reasoning,

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.808519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.808519Z digest=sha256:5cadf8fc40e5dd47bea26bd2bec83eeab90eb2a208a533ac14ca8d372995c82f

Observation fd110462-3946-4c10-b241-6a8d093c6b9f · outbound

This paper cites Person re-identification method based on color attack and joint defence,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.785534Z

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.

source=pdf_text observed=2026-08-12T00:41:59.812464Z digest=sha256:ae33ee17bdfd19a8523bc3e8890899114f2f482104142b210a85a1205c3fdccf

Observation 0c6f9aa4-b172-421b-b20c-68995828f0c6 · outbound

This paper cites A theory-inspired framework for few-shot cross-modal sketch person re-identification,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.769165Z

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.

source=pdf_text observed=2026-08-12T00:41:59.816445Z digest=sha256:bd73c891363d8dd64d245f67432ae74d61e449ddd95175ae4f29b163f7f63cfe

Observation 67f2cf68-55dc-4f0d-9b2a-3168b29f9cfd · outbound

This paper cites 3d-llm: Injecting the 3d world into large language models,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence 3d-llm: Injecting the 3d world into large language models,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.754784Z

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.

source=pdf_text observed=2026-08-12T00:41:59.820498Z digest=sha256:86ce50676349486f8d19919702328b337d12d39d09b27d35809e85abb9fd2598

Observation 1c91139e-4af7-4b9e-bcbc-82c866b61e7d · outbound

This paper cites Pointllm: Empowering large language models to understand point clouds,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Pointllm: Empowering large language models to understand point clouds,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.741999Z

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.

source=pdf_text observed=2026-08-12T00:41:59.824237Z digest=sha256:c06df314d7f034ef529a1606b4c96e499704588adc14bbfed84bd206dcec9054

Observation 0f74b3ed-ca82-47a3-91eb-dbaeedc78218 · outbound

This paper cites Jm3d & jm3d-llm: Elevating 3d representation with joint multi-modal cues,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.729632Z

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.

source=pdf_text observed=2026-08-12T00:41:59.828208Z digest=sha256:2557bed8a1a2a3d8ef8ee9bed67040c07e99a50aa5a16f78ec071d40202919f6

Observation 14b0cd5f-1202-4a8d-a338-d4f31edc076e · outbound

This paper cites Chat-scene++: Exploiting context-rich object identification for 3d llm,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Chat-scene++: Exploiting context-rich object identification for 3d llm,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.715217Z

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.

source=pdf_text observed=2026-08-12T00:41:59.831773Z digest=sha256:557ec7a38658dde75a4ab9b446995b218bfeaa92f2c56cf5f374ddee036e88a1

Observation 6d0c30a8-05bb-4042-8821-db0fcff04f78 · outbound

This paper cites Think with 3d: Geometric imagination grounded spatial reasoning from limited views,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.700453Z

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.

source=pdf_text observed=2026-08-12T00:41:59.836200Z digest=sha256:fc7e5f10628f020eb7bbb5ff8ee52b97f30679878a90436d483e123582c28ef4

Observation a7407fb1-1f6b-4b4e-ba7b-44eda89cc92d · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Chain-of-thought prompting elicits reasoning in large language models,

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.839836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.839836Z digest=sha256:696c9d67076b582caa0d11e273c52a230e50bd4c6d92732890a2985e00cc7e9c

Observation f4e28b4d-8053-4958-8b1d-5381aad051ff · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Tree of thoughts: Deliberate problem solving with large language models,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.678142Z

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.

source=pdf_text observed=2026-08-12T00:41:59.843296Z digest=sha256:cda8cead110e9e0fc62f65bad778f1665f33c2b5112c0ef599be78aa5973c534

Observation 8065cc08-7913-4038-9279-8d69d8aa2863 · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Graph of thoughts: Solving elaborate problems with large language models,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.664577Z

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.

source=pdf_text observed=2026-08-12T00:41:59.847103Z digest=sha256:0d000e8dbf11a85ccaa3c514fa5dc46ee87066eb283752cd318187580bed967e

Observation 2c4b291a-a7ed-4a9a-86e1-ae4a0200e764 · outbound

This paper cites Let’s verify step by step,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Let’s verify step by step,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.649620Z

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.

source=pdf_text observed=2026-08-12T00:41:59.851150Z digest=sha256:f5b83afe8e620047d2ad2cf5641def4e220709c30001f28e1b7a9b0300bef27c

Observation b751b9f6-ffaa-4b52-b946-18baf4a1a523 · outbound

This paper cites Math-shepherd: Verify and reinforce llms step-by-step without human annotations,.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.854460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.854460Z digest=sha256:6c79ce11a1f35c07dc08ee0d0c01c94acc240f8f89ce20819cfa842bc251cea3

Observation d4da5560-b086-4d1b-8d3d-95f87956128f · outbound

This paper cites Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.858335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.858335Z digest=sha256:3355d0433358e0d75fa1fde268e2b9fc0a545b7b4386c56e9ad6e13550a9d01e

Observation bdb79a1d-bff9-4f96-9f0c-794ef291d4f3 · outbound

This paper cites Scannet: Richly-annotated 3d reconstructions of indoor scenes,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Scannet: Richly-annotated 3d reconstructions of indoor scenes,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.862512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.862512Z digest=sha256:35793c6e62a56f1632e833a7653615629a319b0d5a11b4264cd51cad8e28ea5d

Observation ee3cfe6e-9049-4eef-a162-122f9b1fef6c · outbound

This paper cites Scannet++: A high- fidelity dataset of 3d indoor scenes,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Scannet++: A high- fidelity dataset of 3d indoor scenes,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.622085Z

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.

source=pdf_text observed=2026-08-12T00:41:59.866414Z digest=sha256:f5882c683c7e9f2e37e85c063322b7062c7210b65cb57e58d77af905ff4612a1

Observation f2ea5f16-2b7c-4fda-84b5-04cddde9d17b · outbound

This paper cites Matterport3d: Learning from rgb-d data in indoor environments,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Matterport3d: Learning from rgb-d data in indoor environments,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.607924Z

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.

source=pdf_text observed=2026-08-12T00:41:59.869803Z digest=sha256:d8bbe24cd98ee70884ac694fe2e09c6da71e284fbefb8d0517142e5e383db0b2

Observation eb0b887d-a36f-4cb0-aa75-7b3ac0c649dd · outbound

This paper cites Habitat-matterport 3d dataset (hm3d): 1000 large-scale 3d environments for embodied ai,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.593345Z

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.

source=pdf_text observed=2026-08-12T00:41:59.873661Z digest=sha256:76bc2a16828a84b39c9d3515a68782f6a60161649fa430918b2eb09bdb5c889b

Observation 44e41d85-4cdc-4484-8f6b-dd3f553a06bf · outbound

This paper cites Qwen3-VL Technical Report.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Qwen3-VL Technical Report

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.877286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.877286Z digest=sha256:37c38b1f7d38b22b8424cf9bc410377bad73d6e0794d10519309f71ad9c720f4

Observation 46f826c4-63a9-46a0-9a8c-e12b286ba705 · outbound

This paper cites Xiaomi mimo-vl-miloco technical report,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Xiaomi mimo-vl-miloco technical report,

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.881477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.881477Z digest=sha256:77ef82999a70cace0288d018bdff984e7956c14a79dc0997d3d402ae0acf103f

Observation d57115f8-f256-4b4f-b79c-2f078e149ce1 · outbound

This paper cites The Llama 3 Herd of Models.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence The Llama 3 Herd of Models

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.885463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.885463Z digest=sha256:edb76b5245035e71fd6dd8308a611700e8ad0c914faad8c176d44a3e9dfda89a

Observation b508e40f-587d-41ed-bb44-718a51675401 · outbound

This paper cites Llava-cot: Let vision language models reason step-by-step,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Llava-cot: Let vision language models reason step-by-step,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.578690Z

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.

source=pdf_text observed=2026-08-12T00:41:59.890245Z digest=sha256:63d4bfe89068e378289c31ec5bec5b9e130406e39019d74358c26574c7e65119

Observation d3e23f11-305a-4ae4-afd3-429acccaa405 · outbound

This paper cites Kimi-VL Technical Report.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Kimi-VL Technical Report

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.894517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.894517Z digest=sha256:53dbc90c4c0afc4824ee02a4571d8a91dcef6ffd0c9a6c0e21cbafb1e42533ee

Observation b5a3ff73-3193-4835-9725-db3652106290 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.899545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.899545Z digest=sha256:007eec03e1b254060d53d184c219935eee9d318efa871a8d3f6a761e65a0e06c

Observation 2947eef5-fb95-4477-8f1e-9ffb1c9b5b3c · outbound

This paper cites LLaVA-Video: Video Instruction Tuning With Synthetic Data.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence LLaVA-Video: Video Instruction Tuning With Synthetic Data

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.905547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.905547Z digest=sha256:449b819fac2297366d95cc02819959c2079f7c3c22a048edb72cbc132ad584e7

Observation 42b028b7-aa18-4b0a-a3fc-a9e45e517213 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.910894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.910894Z digest=sha256:978fe6b132daa8ffd41c336fc86aecb79d892eefa0db8d5b65fdafd6ffb2aff3

Observation 051d18e8-95b8-417a-8675-21220c70e369 · outbound

This paper cites Spatialvlm: Endowing vision-language models with spatial reasoning capabilities,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Spatialvlm: Endowing vision-language models with spatial reasoning capabilities,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.565575Z

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.

source=pdf_text observed=2026-08-12T00:41:59.918646Z digest=sha256:b424b09465a9d338400a8935dad2f18e881d88a52babea973a38f275f70a40e8

Observation 6c907c9e-a257-4a37-a42c-479b043d0384 · outbound

This paper cites SpaceR: Reinforcing MLLMs in Video Spatial Reasoning.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence SpaceR: Reinforcing MLLMs in Video Spatial Reasoning

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.923751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.923751Z digest=sha256:fb548b9b7b248e6a542a0e4452636d7a86e2d4379d0e6852b8e93314c4bffee1

Observation 6d193410-6ae2-43c6-8354-05ccb707cc67 · outbound

This paper cites Scaling spatial intelligence with multimodal foundation models,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Scaling spatial intelligence with multimodal foundation models,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.553165Z

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.

source=pdf_text observed=2026-08-12T00:41:59.928672Z digest=sha256:14f82f51381633f3cd3567e6bdf37640526445ffeadb23f50013bfc6b8694b25

Observation 66201e29-81c8-4fd0-9102-98902c7ea922 · outbound

This paper cites Visual spatial tuning,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Visual spatial tuning,

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.932722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.932722Z digest=sha256:b039c5482709274b32a8db947b9669133d9d149edf104bad81449c5e74e50c9f

Observation 5c05ed17-c5b4-4dd5-813f-46494c4c1631 · outbound

This paper cites OpenAI GPT-5 System Card.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence OpenAI GPT-5 System Card

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:59.936578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:41:59.936578Z digest=sha256:f22a3c46616818b9984b185fbe46c6b8ab3ad96533bba491d61f2eeb2baee52a

Observation 6e3502e0-3f8a-462c-a8d6-f5d7c63dfe4c · outbound

This paper cites Gemini 3.1 pro: Model card,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Gemini 3.1 pro: Model card,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.541699Z

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.

source=pdf_text observed=2026-08-12T00:41:59.940925Z digest=sha256:4c244ad4f0af6fd46c3029d2768bd952009c663ebc31fa6fd73357bc5168d23a

Observation ff22761d-01d1-44fa-98fb-dc588265d3ab · outbound

This paper cites Self-consistency improves chain of thought reasoning in language models,.

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence Self-consistency improves chain of thought reasoning in language models,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.530332Z

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.

source=pdf_text observed=2026-08-12T00:41:59.945294Z digest=sha256:bcd4ba8604c21f3f886a26493e5d5dd06c0483ddf528d8a9549395753ac84a48

Observation fcc6012a-dc49-46d6-8438-44ba128cb92b · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:42:00.519413Z

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.

source=pdf_text observed=2026-08-12T00:41:59.950170Z digest=sha256:901b8b55062bf2bc36fef8f48bd631383dcd7db74a42ed8ef7b9ddab277d2fc2

Pith citing papers

No inbound Pith citation observations are available.