3 papers
cs.CL2025
Deep Language Geometry: Constructing a Metric Space from LLM Weights
Maksym Shamrai, Vladyslav Hamolia
We introduce a novel framework that utilizes the internal weight activations of modern Large Language Models (LLMs) to construct a metric space of languages. Unlike traditional app…
cs.RO2025
Closed-Form Robustness Bounds for Second-Order Pruning of Neural Controller Policies
Maksym Shamrai
Deep neural policies have unlocked agile flight for quadcopters, adaptive grasping for manipulators, and reliable navigation for ground robots, yet their millions of weights confli…
cs.LG2025
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…