Paper Citation Record · LEDGER

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2507.04293.

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

pith.paper-citation-record.v1
2507.04293 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:56:14.734567Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:36:33.149921Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T10:11:03.342143Z

Reference resolution

29 of 29 outbound references displayed

verified exact1
verified fuzzy19
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c2749aab-3bb4-4165-b728-a213e94e2f21 · outbound

This paper cites Attribute-conditioned layout gan for automatic graphic design.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Attribute-conditioned layout gan for automatic graphic design

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.482696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6c8e2dc1-bf79-45db-8c62-7cd268ebc518 · outbound

This paper cites Layouttransformer: Layout generation and completion with self-attention.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Layouttransformer: Layout generation and completion with self-attention

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.456364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f6408da8-779d-4f5b-8ff8-e720df7b73c5 · outbound

This paper cites Hierarchical planning for long-horizon manipulation with geometric and symbolic scene graphs.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Hierarchical planning for long-horizon manipulation with geometric and symbolic scene graphs

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.438554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1a59322a-bae8-4cca-9015-3bbc262bbbb4 · outbound

This paper cites Aligning cyber space with physical world: A comprehensive survey on embodied ai.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Aligning cyber space with physical world: A comprehensive survey on embodied ai

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:14.593018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9984d9e7-bbc0-4bea-bac8-3185996b4003 · outbound

This paper cites Housekeep: Tidying virtual households using commonsense reasoning.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Housekeep: Tidying virtual households using commonsense reasoning

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.405120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fdae498e-b9c0-4c6e-aae5-476d09fc0c14 · outbound

This paper cites set it up!.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning set it up!

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.388574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fe86bce3-323c-4a46-b8c2-3782c82ba098 · outbound

This paper cites Towards long-horizon vision-language navigation: Platform, benchmark and method.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Towards long-horizon vision-language navigation: Platform, benchmark and method

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.370347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b2884e30-32a4-47bf-9e5e-fd1929d91107 · outbound

This paper cites Dspnet: Dual-vision scene perception for robust 3d question answering.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Dspnet: Dual-vision scene perception for robust 3d question answering

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.351453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1a0fdbb1-75a5-409b-862e-5e0f5f21b374 · outbound

This paper cites Layoutvlm: Differentiable optimization of 3d layout via vision-language models.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Layoutvlm: Differentiable optimization of 3d layout via vision-language models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.333274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eff6343f-b388-4618-810d-b99b1296daa9 · outbound

This paper cites SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:14.629466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b46cb89-cd2c-4b60-8669-4fce41e5842a · outbound

This paper cites Cross-modal causal relation alignment for video question grounding.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Cross-modal causal relation alignment for video question grounding

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.314227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6b9a3432-c1f9-4b28-913c-24ea6a71de4d · outbound

This paper cites SpatialCoT: Advancing Spatial Reasoning through Coordinate Alignment and Chain-of-Thought for Embodied Task Planning.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning SpatialCoT: Advancing Spatial Reasoning through Coordinate Alignment and Chain-of-Thought for Embodied Task Planning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:14.640225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdc24424-5c6c-4d6a-b448-f734bd518f47 · outbound

This paper cites Iterative visual reasoning beyond convolutions.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Iterative visual reasoning beyond convolutions

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.296145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f8d33adc-db7a-40c6-85ff-6ce71e92bb7f · outbound

This paper cites Structured agents for physical construction.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Structured agents for physical construction

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.278562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7e32c61b-1694-47a9-bf6f-904720fba691 · outbound

This paper cites Physical primitive decomposition.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Physical primitive decomposition

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.260193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 10a7b083-3079-4078-83f1-f0ecb227708a · outbound

This paper cites Holodeck: Language guided generation of 3d embodied ai environments.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Holodeck: Language guided generation of 3d embodied ai environments

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.242488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0aa72abc-8fab-469c-9d3e-47d0dae7b145 · outbound

This paper cites Layoutgpt: Compositional visual planning and generation with large language models.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Layoutgpt: Compositional visual planning and generation with large language models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.221439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e0c2a948-ccac-4bd3-8d97-9da46f5a5d07 · outbound

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

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Spatialvlm: Endowing vision-language models with spatial reasoning capabilities

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:14.672215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbc5c3c1-e8d5-443c-9e6e-8f56a5c52531 · outbound

This paper cites EmbodiedVSR: Dynamic Scene Graph-Guided Chain-of-Thought Reasoning for Visual Spatial Tasks.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning EmbodiedVSR: Dynamic Scene Graph-Guided Chain-of-Thought Reasoning for Visual Spatial Tasks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:14.676729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d5ff2f8-2510-425a-91fa-8770b17d6c2e · outbound

This paper cites Mind’s eye of llms: Visualization-of-thought elicits spatial reasoning in large language models.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Mind’s eye of llms: Visualization-of-thought elicits spatial reasoning in large language models

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.190216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a512396-a95f-41d4-81e2-9b94f1fdfbf2 · outbound

This paper cites Cad-gpt: Synthesising cad construction sequence with spatial reasoning-enhanced multimodal llms.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Cad-gpt: Synthesising cad construction sequence with spatial reasoning-enhanced multimodal llms

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:14.691504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b215f11-0185-4ea9-9359-3645f9e235c3 · outbound

This paper cites an unresolved cited work.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:56:15.157097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5d983273-90be-438b-895f-c178660192c6 · outbound

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

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:14.703315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7464f429-dfd5-45a5-acd2-0f79eabe0290 · outbound

This paper cites I-design: Personalized llm interior designer.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning I-design: Personalized llm interior designer

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T19:56:14.708241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 572e2c1a-2092-4639-8e09-7f4ed23c91f0 · outbound

This paper cites End-to-end optimization of scene layout.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning End-to-end optimization of scene layout

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.137269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ae658650-b89a-497c-a9be-e4df18956d49 · outbound

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

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Scenehgn: Hierarchical graph networks for 3d indoor scene generation with fine-grained geometry

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.117531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 55c3964e-c99f-4b22-aee2-6686f0afef09 · outbound

This paper cites Planit: Planning and instantiating indoor scenes with relation graph and spatial prior networks.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Planit: Planning and instantiating indoor scenes with relation graph and spatial prior networks

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.099031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 413e9b56-24be-4b1f-aadf-b9f6c48ac2fa · outbound

This paper cites AccioScene: Compositional 3D Scene Generation via Graph Diffusion and Interaction-driven Critics.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning AccioScene: Compositional 3D Scene Generation via Graph Diffusion and Interaction-driven Critics

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:56:14.786253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eb755558-31cb-4515-8227-555d4e500f80 · outbound

This paper cites Llm-enhanced scene graph learning for household rearrangement.

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning Llm-enhanced scene graph learning for household rearrangement

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:56:15.080986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation be476311-a3e6-406a-9028-3a103794591d · inbound

SceneCritic: A Symbolic Evaluator for 3D Indoor Scene Synthesis cites this paper.

SceneCritic: A Symbolic Evaluator for 3D Indoor Scene Synthesis AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:11:03.352118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.