Paper Citation Record · LEDGER

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability

As of 12 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2411.10234.

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

pith.paper-citation-record.v1
2411.10234 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T19:52:09.833291Z

measured 45 of 45 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:14:42.387768Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T22:30:15.305069Z

Reference resolution

43 of 43 outbound references displayed

verified exact2
verified fuzzy31
unresolved10
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b0b0641d-983e-411f-985c-be3083447973 · outbound

This paper cites Language Models are Few-Shot Learners.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Language Models are Few-Shot Learners

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ace3ed7e-d442-4aba-8838-8c718a7f2087 · outbound

This paper cites Do multimodal large language models and humans ground language similarly?.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Do multimodal large language models and humans ground language similarly?

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.922053Z

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.

Observation 8d7a8ed4-51d8-4926-aa71-4d47e2d74190 · outbound

This paper cites Generalist Multimodal AI: A Review of Architectures, Challenges and Opportunities.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Generalist Multimodal AI: A Review of Architectures, Challenges and Opportunities

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 688c7dc0-01f2-47de-87b1-90c63b7b4f82 · outbound

This paper cites Unlocking Adaptive User Experience with Generative AI.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Unlocking Adaptive User Experience with Generative AI

Reference 4

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Source-reported events for the cited work

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Observation 47e97971-3c9a-4b46-baf6-a834f4443695 · outbound

This paper cites Multimodal interaction systems based on internet of things and augmented reality: A systema tic literature review,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Multimodal interaction systems based on internet of things and augmented reality: A systema tic literature review,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.903471Z

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.

Observation 4300ba84-0ce6-4a31-9c8a-74cfd3db3d35 · outbound

This paper cites AI Assistance for UX: A Literature Review Through Human-Centered AI.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability AI Assistance for UX: A Literature Review Through Human-Centered AI

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T19:52:09.609800Z

Source-reported events for the cited work

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Observation 750f46ef-29da-45aa-bef4-4ae64913c7d3 · outbound

This paper cites Automating the design of user interfaces using artiﬁcial intelligence,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Automating the design of user interfaces using artiﬁcial intelligence,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.881388Z

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.

Observation e51b2a41-9b93-4813-9dad-5d4a6921b1f8 · outbound

This paper cites Recent advancements in multimodal human–robot interaction,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Recent advancements in multimodal human–robot interaction,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.862100Z

Source-reported events for the cited work

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Observation 4516e558-0e5c-4173-8052-b1f6bb7eadfd · outbound

This paper cites Unveiling the Impact of Multi-Modal Interactions on User Engagement: A Comprehensive Evaluation in AI-driven Conversations.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Unveiling the Impact of Multi-Modal Interactions on User Engagement: A Comprehensive Evaluation in AI-driven Conversations

Reference 9

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Source-reported events for the cited work

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Observation dd04b7bf-d7b8-413f-ac6b-c2375953e816 · outbound

This paper cites The po wer of generative ai: A review of requirements, models, input–out put formats, evaluation metrics, and challenges,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability The po wer of generative ai: A review of requirements, models, input–out put formats, evaluation metrics, and challenges,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.836868Z

Source-reported events for the cited work

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Observation fd8b525b-25f7-406a-b39b-3d167788ebd9 · outbound

This paper cites A map of exploring human interact ion patterns with llm: Insights into collaboration and creativity,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability A map of exploring human interact ion patterns with llm: Insights into collaboration and creativity,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.812766Z

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.

Observation 6321bfd8-d096-4bb4-9a6e-39fb923fc339 · outbound

This paper cites Investigating the impact of user interface designs on expectations about large language models’ capab ilities,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Investigating the impact of user interface designs on expectations about large language models’ capab ilities,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.793456Z

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.

Observation f9185a8d-3b9a-4657-a95a-ab971b9780b2 · outbound

This paper cites Mental-Gen: A Brain-Computer Interface-Based Interactive Method for Interior Space Generative Design.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Mental-Gen: A Brain-Computer Interface-Based Interactive Method for Interior Space Generative Design

Reference 13

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Source-reported events for the cited work

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Observation 32514779-80d1-4c0c-9a6c-e97545ef23a3 · outbound

This paper cites Brain-computer interface: Advancement and c hallenges,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Brain-computer interface: Advancement and c hallenges,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.770741Z

Source-reported events for the cited work

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Observation 50f0cb9c-426f-4927-9215-6068cb1c5b69 · outbound

This paper cites Design-oriented human-computer interac tion,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Design-oriented human-computer interac tion,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.752102Z

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.

Observation 3984f340-e332-41b2-b1e4-f45a7ed504d2 · outbound

This paper cites Empowering education with llms-the next-gen interface and content generation,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Empowering education with llms-the next-gen interface and content generation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.734517Z

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.

Observation 5f037a14-c46c-415b-99c7-89205736c990 · outbound

This paper cites Toward multi modal human- computer interface,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Toward multi modal human- computer interface,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.716376Z

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.

Observation 16957665-ce10-4dcb-b3f9-61d87775283d · outbound

This paper cites From large language models to large multimodal models: A literature review,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability From large language models to large multimodal models: A literature review,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.684786Z

Source-reported events for the cited work

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Observation 75ae778c-364a-49fe-9e1e-810b5ac6be7e · outbound

This paper cites The role of interface design on prompt-mediated creativity in gener ative ai,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability The role of interface design on prompt-mediated creativity in gener ative ai,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.665640Z

Source-reported events for the cited work

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Observation 9810be67-fdb7-42c5-9eda-66cb39ca6939 · outbound

This paper cites User interac tion inter- face design and innovation based on artiﬁcial intelligence technology,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability User interac tion inter- face design and innovation based on artiﬁcial intelligence technology,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.646972Z

Source-reported events for the cited work

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Observation 13dfa400-22b2-4c61-9929-8e5e55a82c5e · outbound

This paper cites Will code remain a relevant user interface f or end-user pro- gramming with generative ai models?.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Will code remain a relevant user interface f or end-user pro- gramming with generative ai models?

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.628275Z

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.

Observation 6b237e69-aa78-424c-8252-0b0d42280e4b · outbound

This paper cites Human-computer interface dev elopment: concepts and systems for its management,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Human-computer interface dev elopment: concepts and systems for its management,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.608265Z

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.

Observation 33ae61dd-5823-4250-b050-4a77f76e835f · outbound

This paper cites Development of an instru- ment measuring user satisfaction of the human-computer int erface,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Development of an instru- ment measuring user satisfaction of the human-computer int erface,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.587699Z

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.

Observation ce7998cc-7425-4782-88a7-989cca58510a · outbound

This paper cites Empowering education with llms-the next-gen inter- face and content generation,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Empowering education with llms-the next-gen inter- face and content generation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.568017Z

Source-reported events for the cited work

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Observation dd604a51-3509-4c3c-9302-68ffe4e1c3df · outbound

This paper cites A Comprehensive Review of Multimodal Large Language Models: Performance and Challenges Across Different Tasks.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability A Comprehensive Review of Multimodal Large Language Models: Performance and Challenges Across Different Tasks

Reference 26

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Source-reported events for the cited work

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Observation bd9e0777-4733-4c60-87e0-9879a3e9d6f0 · outbound

This paper cites Generating user experience based on persona s with ai assistants,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Generating user experience based on persona s with ai assistants,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.547300Z

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.

Observation 2532e1f9-4b2d-4d51-97c4-7c3f9ac5626f · outbound

This paper cites Recent advancements in multimodal hu- man–robot interaction,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Recent advancements in multimodal hu- man–robot interaction,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.523394Z

Source-reported events for the cited work

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Observation 23aa7bd9-09ae-4f54-9061-4ba4fec03b04 · outbound

This paper cites The powe r of generative ai: A review of requirements, models, input-out put formats, evaluation metrics, and challenges,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability The powe r of generative ai: A review of requirements, models, input-out put formats, evaluation metrics, and challenges,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.502513Z

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Observation c23bfbbd-58b1-47d9-9e16-5af8d07c4e3b · outbound

This paper cites MobileFlow: A Multimodal LLM For Mobile GUI Agent.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability MobileFlow: A Multimodal LLM For Mobile GUI Agent

Reference 30

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Source-reported events for the cited work

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This paper cites A review on voice-bas ed interface for human-robot interaction,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability A review on voice-bas ed interface for human-robot interaction,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.481796Z

Source-reported events for the cited work

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Observation 5883fa75-b69f-4be1-ac74-f775e3f10f55 · outbound

This paper cites Mul- timodal natural human–computer interfaces for computer-a ided design: A review paper,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Mul- timodal natural human–computer interfaces for computer-a ided design: A review paper,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.461739Z

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Observation 687f5604-7d3c-4178-985c-8b0e49af02d2 · outbound

This paper cites Smart spaces: A review,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Smart spaces: A review,

Reference 33

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Observation df9d2414-d6f7-4b30-a036-20d325772ba5 · outbound

This paper cites Universal interactions wi th smart spaces,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Universal interactions wi th smart spaces,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.425614Z

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Observation 1ed42da3-eb7a-41a3-952a-286bcd781af9 · outbound

This paper cites An intelligent self-checkout system for smart retail,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability An intelligent self-checkout system for smart retail,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.274059Z

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Observation f4dbcc6c-3d40-4774-9924-832dddbbef47 · outbound

This paper cites LLM as a System Service on Mobile Devices.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability LLM as a System Service on Mobile Devices

Reference 36

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Source-reported events for the cited work

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Observation 748142e1-468b-435a-bb40-0b9141dfb0fe · outbound

This paper cites Mobile Foundation Model as Firmware.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Mobile Foundation Model as Firmware

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T19:52:09.792932Z

Source-reported events for the cited work

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This paper cites Revo lutionizing mobile interaction: Enabling a 3 billion parameter gpt llm o n mobile,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Revo lutionizing mobile interaction: Enabling a 3 billion parameter gpt llm o n mobile,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.255687Z

Source-reported events for the cited work

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Observation a63d2497-75fe-48b3-96ef-b937bc98c9b6 · outbound

This paper cites Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T19:52:09.808939Z

Source-reported events for the cited work

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Observation f41ea57a-d0b3-49a2-9b22-cae6aedf85de · outbound

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Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Llm for mobile: An initial r oadmap,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.211829Z

Source-reported events for the cited work

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Observation e5e9295f-d58c-4c1f-9cd9-31a1f13318f7 · outbound

This paper cites Smartspec: A framework to gene rate customizable, semantics-based smart space datasets,.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Smartspec: A framework to gene rate customizable, semantics-based smart space datasets,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.172139Z

Source-reported events for the cited work

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Observation f44928b3-caf9-4ffd-b2d7-24f3934fd98d · outbound

This paper cites Application of Artificial Intelligence in Hand Gesture Recognition with Virtual Reality: Survey and Analysis of Hand Gesture Hardware Selection.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Application of Artificial Intelligence in Hand Gesture Recognition with Virtual Reality: Survey and Analysis of Hand Gesture Hardware Selection

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-12T19:52:09.897655Z

Source-reported events for the cited work

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Observation 161d83c7-06ae-46e7-b83a-26b0c3e5d34c · outbound

This paper cites Available: https://arxiv.org/abs/2310.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Available: https://arxiv.org/abs/2310

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.238206Z

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.

Observation 8c5b9b59-423c-4c71-addc-5688623a3967 · outbound

This paper cites Available: https://arxiv.org/abs/2407.

Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability Available: https://arxiv.org/abs/2407

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:52:10.192495Z

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.

Pith citing papers

Observation e535ed5d-35ec-427f-a02d-ef32bf68dfd9 · inbound

Adaptive Gen-AI Guidance in Virtual Reality: A Multimodal Exploration of Engagement in Neapolitan Pizza-Making cites this paper.

Adaptive Gen-AI Guidance in Virtual Reality: A Multimodal Exploration of Engagement in Neapolitan Pizza-Making Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability

Reference 8

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Source-reported events for the cited work

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Observation cc0186bf-2afa-481b-a563-656297ddc91d · inbound

GenFlow: Interactive Modular System for Image Generation cites this paper.

GenFlow: Interactive Modular System for Image Generation Generative AI in Multimodal User Interfaces: Trends, Challenges, and Cross-Platform Adaptability

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T22:30:15.341434Z

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.