Paper Citation Record · LEDGER

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2507.08716.

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

pith.paper-citation-record.v1
2507.08716 v3

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:15:48.540852Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:24:49.306579Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T16:24:49.334353Z

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy11
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 53031334-cbc2-4bdc-9ee6-d5746993944e · outbound

This paper cites A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.798282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6bb69267-7c42-49ac-bf38-bc1fcff35eca · outbound

This paper cites On the performance of an integrated communication and localization system: an analytical framework,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine On the performance of an integrated communication and localization system: an analytical framework,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.781737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 20432bfd-c29b-4723-bf51-ce4bc8ad10bf · outbound

This paper cites A stochastic geometry-based analytical framework for integrated localization and communication systems,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine A stochastic geometry-based analytical framework for integrated localization and communication systems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.765780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation da9f55e1-6572-468e-a232-992f71887c9f · outbound

This paper cites Joint channel estimation and data detection for otfs systems: A lightweight deep learning framework with a novel data augmentation method,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Joint channel estimation and data detection for otfs systems: A lightweight deep learning framework with a novel data augmentation method,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.749284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1b352a3a-1a5e-4148-aa6b-5beea1d7e926 · outbound

This paper cites Multimodal Transformers for Wireless Communications: A Case Study in Beam Prediction.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Multimodal Transformers for Wireless Communications: A Case Study in Beam Prediction

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:15:48.292228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f66db74-1c87-4082-af7f-c2583a54bd8e · outbound

This paper cites DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T18:15:48.403569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37d0a605-a9ef-4524-a056-8914e3c54245 · outbound

This paper cites [Online].

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine [Online]

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.734223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7e33705c-ee9a-4ee8-8c4a-290f77657a94 · outbound

This paper cites DeepVerse 6G: A dataset generation framework for multi-modal sensing and communica- tion digital twins,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine DeepVerse 6G: A dataset generation framework for multi-modal sensing and communica- tion digital twins,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.719290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1690cf42-27ad-4d65-b456-092f317c28e0 · outbound

This paper cites Carla: An open urban driving simulator,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Carla: An open urban driving simulator,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T18:15:48.509076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0cae87e-7ee6-4c3e-bd2b-43830360809b · outbound

This paper cites Synthsom: A synthetic intelligent multi-modal sensing-communication dataset for synesthesia of machines (som),.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Synthsom: A synthetic intelligent multi-modal sensing-communication dataset for synesthesia of machines (som),

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.693201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c77fa15b-c956-4e42-a638-50d698c839d1 · outbound

This paper cites Wavefarer automotive radar simula- tion software.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Wavefarer automotive radar simula- tion software

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.676952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ce1e981c-f5c7-4265-880e-c5028511c8c8 · outbound

This paper cites Airsim: High-fidelity visual and physical simulation for autonomous vehicles,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Airsim: High-fidelity visual and physical simulation for autonomous vehicles,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:15:48.522858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3c6ca28-5a1f-4c96-a042-77de49a76fe2 · outbound

This paper cites [Online].

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine [Online]

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.651583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5154fcc2-e48c-4d28-bd9d-e216d1ef17ae · outbound

This paper cites Recommendation itu-r p.2040-3: Effects of building materials and structures on radiowave propagation above about 100 mhz,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Recommendation itu-r p.2040-3: Effects of building materials and structures on radiowave propagation above about 100 mhz,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.636708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6b84047d-0cd0-42d8-b863-a1ec88c571e3 · outbound

This paper cites Unreal engine official website.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Unreal engine official website

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:48.620861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d9e6477b-2451-4522-9791-5b87dfcbc5b0 · outbound

This paper cites Deep residual learning for image recognition,.

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine Deep residual learning for image recognition,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T18:15:48.540852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 7e795ef5-3799-4e85-9bca-38408e2138ae · inbound

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities cites this paper.

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine

Reference 91

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:24:49.339306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.