Publications

Papers, tech notes, and highlights from our focus areas - LLM efficiency, AI memory, human–computer interaction, and 3D generation.

Too Human or Not Enough? User Preferences for AI Error Recovery Messages

14th Nordic Conference on Human-Computer Interaction (NordiCHI 2026)

Anastasiia Satarenko

Evaluating the Applicability of LLM Inference Optimizations on Apple Silicon

On-Device Intelligence: Foundation Models under Real-World Constraints (ODI) @ NeurIPS 2026

Kyrylo Yemets, Andrii Yaroshevych, Victor Muryn, Ostap Khomenko, Pavlo Kryven, Maksym Kmet, Maksym Shamrai and Mariya Hirna

Rigid 3D Object Alignment: Optimization vs. Feed-Forward Prediction

7th Workshop on Open-World 3D Scene Understanding and Representations (OpenSUN3D) @ ECCV 2026

Ostap Khomenko and Maksym Shamrai

GenRA: End-to-end Framework for LLM-Driven Animation of Rigged 3D Models

7th Workshop on Open-World 3D Scene Understanding and Representations (OpenSUN3D) @ ECCV 2026

Andrii Yaroshevych, Pavlo Kryven, Mariya Hirna and Maksym Shamrai

Memory Belongs to the User: Portable Memory, an Open Standard Proposal for Cross-Vendor AI Memory

Sergii Kryvoblotskyi, Nataliia Stulova and Vladyslav Hamolia

MacArena: Benchmarking Computer Use Agents on an Online macOS Environment

2nd AIWILD Workshop @ ICML 2026

Victor Muryn, Maksym Shamrai, Sofiia Mazepa and Yehor Khodysko

Help, Don’t Control: Measuring User Emotional Background in AI Assistant Interaction

Conversational AI: Agency and Identities 2026

Anastasiia Satarenko

Composable AI Pipelines: Write Intent, Not Infrastructure

Maksym Kotliar

GUIrilla: A Scalable Framework for Automated Desktop UI Exploration

3rd DATA-FM Workshop @ ICLR 2026

Sofiya Garkot, Maksym Shamrai, Ivan Synytsia and Mariya Hirna

Fast-dLLM on MLX: Training-Free Acceleration for Diffusion Language Models on Apple Silicon

Kyrylo Yemets

Do Our Design Principles Ever Really Change, or Do We Just Change the Methods of Achieving Them?

The International Conference on Computer Graphics, Interaction, Visualization Theory and Applications (GRIVAPP 2026)

Best Poster Award

Anastasiia Satarenko

GLiNER2 for Swift: Unified Schema-Based Information Extraction on Apple Silicon

Hlib Koshurnykov

Demonstrating Headphone-Sensed, Accessibility-Informed Head Pointing with Snapping for Inclusive Interaction

Mykhailo Tarasenko, Iryna Pastukhova, Oleksandr Frankiv, Anastasiia Satarenko, Nataliia Stulova and Sergii Kryvoblotskyi

Deep Language Geometry: Constructing a Metric Space from LLM Weights

RANLP 2025 Recent Advances in Natural Language Processing

Maksym Shamrai and Vladyslav Hamolia

Screen2AX: Vision-Based Approach for Automatic macOS Accessibility Generation

Viktor Muryn, Marta Sumyk, Mariya Hirna, Sofiya Garkot and Maksym Shamrai

Measure Twice, Cut Once: the Best* Way to Calculate macOS File Hierarchy Size

Artem Levchenko, Oleksandr Frankiv and Yevhenii Peteliev

Mousetraps: Reliably distinguishing free apps and trial versions of paid macOS apps on public app marketplaces

Zakhar Litvinchuk, Oleksandr Frankiv, Yevhenii Peteliev, Sergii Kryvoblotskyi and Nataliia Stulova

SwiftEval: Developing a Language-Specific Benchmark for LLM-generated Code Evaluation

FORGE 2025 The 2nd ACM International Conference on AI Foundation Models and Software Engineering

Ivan Petrukha, Yana Kurliak and Nataliia Stulova

Towards Generating App Feature Descriptions Automatically with LLMs: the Setapp Case Study

FORGE 2025 The 2nd ACM International Conference on AI Foundation Models and Software Engineering

Yevhenii Peteliev, Ivan Synytsia and Nataliia Stulova

Case Study: Using EEG to Assess Cognitive Load in Infinite Interfaces

HCI 2025 27TH International Conference on Human-Computer Interaction

Anastasiia Satarenko

Datasets: Inside Mac App Store Applications Metadata

Iryna Pastukhova

R+R: State of the Application Sandboxing on macOS: A Differentiated Replication

Iryna Pastukhova, Nataliia Stulova and Ivan Synytsia

Evaluating a multi-method approach for user emotional dynamics assessment in Software UX

Daria Polishchuk, Kateryna Filipchenko and Alina Khomenko

Position Paper: Think Globally, React Locally — Bringing Real-time Reference-based Website Phishing Detection on macOS

STAST'24, 14th International Workshop on Socio-Technical Aspects in Security, Affiliated with the 9th IEEE European Symposium on Security and Privacy

Ivan Petrukha, Nataliia Stulova and Sergii Kryvoblotskyi

Parsing macOS Application UI: Techniques and Tools for Effective Analysis and Automation

Ivan Synytsia

AI Opportunities in Operating Systems

Iryna Pastukhova

Collecting a Dataset of macOS Apps: Pains, Gains, Lessons Learned. Part 1

Sergii Kryvoblotskyi and Nataliia Stulova

Application Streaming: Use macOS Apps Remotely

Anton Barkov

Infinite Interfaces

Anastasiia Satarenko

Improving macOS Accessibility Features with W1 Chip sensors

Sergii Kryvoblotskyi

Passwordless Authentication: Possible Implementation of User Authentication During Registration and Login Using Passkeys

Taras Neporozhniy

Diskoverse. Visualizing macOS Filesystem Using Augmented Reality

Sergii Kryvoblotskyi

Static Analysis of macOS Application Bundles for Territorial Affiliation

Sergii Kryvoblotskyi