4 papers · 1 filter
Evaluating the Applicability of LLM Inference Optimizations on Apple Silicon
Kyrylo Yemets, Andrii Yaroshevych, Victor Muryn +5
Apple Silicon is among the most widely used platforms for local LLM inference, yet nearly all inference optimizations are designed and validated on server-class NVIDIA GPUs under b…
MacArena: Benchmarking Computer Use Agents on an Online macOS Environment
Victor Muryn, Maksym Shamrai, Sofiia Mazepa +1
Computer-use agents (CUAs) operate graphical user interfaces (GUIs) through vision and control primitives, and their capabilities have advanced rapidly, driven in part by standardi…
GUIrilla: A Scalable Framework for Automated Desktop UI Exploration
Sofiya Garkot, Maksym Shamrai, Ivan Synytsia +1
The performance and generalization of foundation models for interactive systems critically depend on the availability of large-scale, realistic training data. While recent advances…
Perturbation Analysis of Singular Values in Concatenated Matrices
Maksym Shamrai
Concatenating matrices is a common technique for uncovering shared structures in data through singular value decomposition (SVD) and low-rank approximations. The fundamental questi…