Paper Citation Record · LEDGER

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation

As of 9 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2502.04407.

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

pith.paper-citation-record.v1
2502.04407 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:18:56.375680Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

14 of 14 outbound references displayed

verified exact6
verified fuzzy3
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a29003f2-e02c-475a-906c-db552872444c · outbound

This paper cites Spatial geometric reasoning for room layout estimation via deep reinforcement learning.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Spatial geometric reasoning for room layout estimation via deep reinforcement learning

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:18:57.158040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 41e448a3-f275-42e0-9aa4-5fb192264616 · outbound

This paper cites Lawrence Mandow, José-Luis Pérez-de-la Cruz, Ana Belén Rodríguez-Gavilán, and Manuela Ruiz-Montiel.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Lawrence Mandow, José-Luis Pérez-de-la Cruz, Ana Belén Rodríguez-Gavilán, and Manuela Ruiz-Montiel

Reference 9

Resolution: verified exact; doi, observed 2026-08-09T00:18:56.432694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3aa37f3c-8165-4dba-9eb0-d19962a5ef95 · outbound

This paper cites Feng Shi, Ranjith K Soman, Ji Han, and Jennifer K Whyte.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Feng Shi, Ranjith K Soman, Ji Han, and Jennifer K Whyte

Reference 10

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T00:18:56.854987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6f957ef4-3e13-4a0d-8c16-69304e6caf29 · outbound

This paper cites Matthias Klar, Moritz Glatt, and Jan C Aurich.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Matthias Klar, Moritz Glatt, and Jan C Aurich

Reference 11

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T00:18:56.694863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 383fe9d5-440f-41c8-91e6-b2a374481837 · outbound

This paper cites Multi-Agent Reinforcement Learning of 3D Furniture Layout Simulation in Indoor Graphics Scenes.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Multi-Agent Reinforcement Learning of 3D Furniture Layout Simulation in Indoor Graphics Scenes

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:18:56.512085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 05ae400f-f21d-4bfb-8731-d334f15bc783 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Proximal Policy Optimization Algorithms

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T00:18:56.370109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da85b4c1-bdb6-4cc0-80f1-21675cf1e802 · outbound

This paper cites Architectural layout planning using genetic algorithms.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Architectural layout planning using genetic algorithms

Reference 1998

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:18:57.193684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c8e3317f-15bf-442a-886a-a36644b6a2e2 · outbound

This paper cites Benjamin Dillenburger.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Benjamin Dillenburger

Reference 2010

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T00:18:57.115253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8b7c96a6-8ddb-4e85-85c2-fe512d71bd8b · outbound

This paper cites GPLAN: Computer-Generated Dimensioned Floorplans for given Adjacencies.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation GPLAN: Computer-Generated Dimensioned Floorplans for given Adjacencies

Reference 2013

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:18:57.139480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cddeffe0-74b3-4822-ad89-1d34d7e91f4c · outbound

This paper cites Proximal Policy Optimization Algorithms.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Proximal Policy Optimization Algorithms

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-09T00:18:56.375680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a1cd765-419f-47c1-a14b-07214496ad4b · outbound

This paper cites 10 Illuminating Spaces A PREPRINT Dasong Wang and Roland Snooks.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation 10 Illuminating Spaces A PREPRINT Dasong Wang and Roland Snooks

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:18:57.176333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 11979561-f329-4edc-945d-270ae0c62ba3 · outbound

This paper cites House-GAN++: Generative Adversarial Layout Refinement Networks.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation House-GAN++: Generative Adversarial Layout Refinement Networks

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-09T00:18:56.330704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b0d8256-93c2-4338-906d-36c794e585b1 · outbound

This paper cites HouseDiffusion: Vector Floorplan Generation via a Diffusion Model with Discrete and Continuous Denoising.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation HouseDiffusion: Vector Floorplan Generation via a Diffusion Model with Discrete and Continuous Denoising

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-09T00:18:56.335945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e210ebc8-4376-4c8c-aaf9-f6f0ae759866 · outbound

This paper cites House-GAN++: Generative Adversarial Layout Refinement Networks.

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation House-GAN++: Generative Adversarial Layout Refinement Networks

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T00:18:56.325500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.