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A Benchmarking Framework for Multimodal User Interface Toolkits: Comparing Modality Coverage, Developer Workflow, and Experimental Support

Announce Type: new Abstract: Multimodal user interfaces increasingly combine speech, gesture, vision, gaze, touch, biosignals, and other sensor data. Recent toolkits from the past five years, such as Geno, Multisensor-Pipeline (MSP), ReactGenie, and EmoSync, aim to make it easier for developers to prototype such interfaces, while older work such as WAMI shows how early web-based multimodal systems were conceived. Yet the field still lacks a systematic and reusable way to compare what these...

arXiv CS 7d ago

Usability Analysis of Configurator User Interfaces with Multimodal Large Language Models

Announce Type: replace Abstract: Configuration is a key technology for tailoring complex software systems, services, and products. A successful application of configurators not only depends on technical correctness, performance, and domain modeling but also on their usability. While general usability heuristics are widely used, configurator-specific criteria and tool support for systematic user interface (UI) analysis are limited.

arXiv CS 6d ago

Do MLLMs Capture How Interfaces Guide User Behavior? A Benchmark for Multimodal UI/UX Design Understanding

Announce Type: replace Abstract: User interface (UI) design goes beyond visuals to shape user experience (UX), underscoring the shift toward UI/UX as a unified concept. While recent studies have explored UI evaluation using Multimodal Large Language Models (MLLMs), they largely focus on surface-level features, overlooking how design choices influence user behavior at scale. To fill this gap, we introduce WiserUI-Bench, a novel benchmark for multimodal understanding of how UI/UX design...

arXiv CS 5d ago

PerceptUI: LLM Agents as Human-Aligned Synthetic Users for UI/UX Evaluation

arXiv:2606.05697v1 Announce Type: new Abstract: User interface (UI) and user experience (UX) evaluation is central to product development, yet reliable feedback still relies on recruiting human participants or running online A/B tests, making early-stage iteration slow and costly. In light of this, recent work has explored Multimodal Large Language Models as proxy evaluators. However, existing approaches either produce surface-level critiques or a judgment that reflects the model's own...

arXiv CS 5d ago

Comparing LLM-Based Conversational and Graphical Interfaces for Industrial Decision Tasks: An Exploratory Mixed-Methods Study

Announce Type: new Abstract: The use of Generative AI Conversational User Interfaces (CUI) as a new way to access and analyze data is growing in all sectors, and the industrial one is no exception. There, large amounts of data produced by IoT devices are flowing through user interfaces and may require them a new adaptation to the new analyses needs of decision-makers. LLM-based CUIs are promising a new way to directly interact with those data through the directness of natural language and...

arXiv CS 9d ago

Lightfall: An API-first, LLM-addressable control platform for synchrotron beamlines

arXiv:2606.06711v1 Announce Type: new Abstract: Synchrotron beamlines differ in hardware, technique, and workflow, making customized control interfaces necessary; bespoke per-beamline graphical user interfaces (GUIs) do not scale well, one-size-fits-all facility software forces compromises that leave most of the interface unused, and even recent component-library approaches keep per-scientist tweaks on a developer's queue. We present Lightfall, a control platform designed for facility-wide...

arXiv Physics 2d ago

DPAgent-in-the-Middle: Agentic Defense and Repair Against AI-Groomed Deceptive Patterns

arXiv:2606.06914v1 Announce Type: new Abstract: Privacy deceptive patterns in web interfaces systematically manipulate users into disclosing personal data, yet existing defenses are fragmented, static, and increasingly vulnerable to manipulation by large language models. Moreover, data voids, areas of information scarcity within the web ecosystem, create fertile ground for adversaries to inject misleading content that can be scraped and learned by AI systems, thereby amplifying both...

arXiv CS 2d ago

Microsoft slaps new coat of paint on Copilot, buries annoying button

Microsoft has redesigned its Copilot app for Microsoft 365, with a fresh user interface and improved performance. The prompt line has been redesigned to show relevant options as the user types, and the Copilot button has been moved to a more thoughtful location. The company claims that usage of Copilot has increased since the new in-app experiences were rolled out.

The Register 12d ago

Jef Raskin, the Visionary Behind the Mac (2013)

Jef Raskin founded the Macintosh project at Apple, which led to the development of the Apple Mac and the popularisation of the graphical user-interface. He was Apple employee #31 and left the Macintosh team in mid-1981 after Steve Jobs took over the project. Jason Walsh: Before the Mac you were a professor of music.

Hacker News 10d ago