Paper Citation Record · LEDGER

TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2406.02537.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2406.02537 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:37:03.489019Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T03:29:30.909547Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 186746fb-fbd3-4210-a5b6-6942d03cd0a1 · inbound

ROOT: VLM based System for Indoor Scene Understanding and Beyond cites this paper.

ROOT: VLM based System for Indoor Scene Understanding and Beyond TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T14:02:18.632789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8984a2a1-8f15-471f-a43e-d0b353aa2463 · inbound

TopV-Nav: Unlocking the Top-View Spatial Reasoning Potential of MLLM for Zero-shot Object Navigation cites this paper.

TopV-Nav: Unlocking the Top-View Spatial Reasoning Potential of MLLM for Zero-shot Object Navigation TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T13:10:14.040959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 526269bc-c9a6-4c4d-a7a9-a05db6680d5a · inbound

Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces cites this paper.

Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-22T09:27:44.090217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 99c846b8-2e8c-4b87-bb0f-89a50f581c39 · inbound

Hypo3D: Exploring Hypothetical Reasoning in 3D cites this paper.

Hypo3D: Exploring Hypothetical Reasoning in 3D TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T17:12:16.447693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea32bc70-68bc-4193-b280-8673adacfc72 · inbound

Scaling and Beyond: Advancing Spatial Reasoning in MLLMs Requires New Recipes cites this paper.

Scaling and Beyond: Advancing Spatial Reasoning in MLLMs Requires New Recipes TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-16T11:37:03.489019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faaa05d5-cdc9-4c52-93bf-83f632067b7c · inbound

Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation cites this paper.

Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-18T22:06:51.705996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6be8b81c-1b5a-44a9-849b-a13e185874eb · inbound

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards cites this paper.

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-03T23:08:51.560457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1763134-1073-48e0-9905-53ff71a57fe7 · inbound

SignScene: Visual Sign Grounding for Mapless Navigation cites this paper.

SignScene: Visual Sign Grounding for Mapless Navigation TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T23:48:56.345757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fdc017c-3249-4345-bce3-49036f132a9a · inbound

SpatialSV: Internalizing Interpretable 3D Spatial Awareness in MLLMs via Task-Oriented Visual Supervision cites this paper.

SpatialSV: Internalizing Interpretable 3D Spatial Awareness in MLLMs via Task-Oriented Visual Supervision TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:29:30.912554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.