3 papers
cs.LG2026
Command-Space Counterfactual Explanations for Pareto-Conditioned Reinforcement Learning
Joanikij Chulev, Hendrik Baier
Pareto Conditioned Networks learn multiple multi-objective reinforcement learning behaviours by conditioning a single policy on a desired return command. However, the local mapping…
cs.LG2025
Line Space Clustering (LSC): Feature-Based Clustering using K-medians and Dynamic Time Warping for Versatility
Joanikij Chulev, Angela Mladenovska
Clustering high-dimensional data is a critical challenge in machine learning due to the curse of dimensionality and the presence of noise. Traditional clustering algorithms often f…
cs.SD2024
Improving Musical Instrument Classification with Advanced Machine Learning Techniques
Joanikij Chulev
Musical instrument classification, a key area in Music Information Retrieval, has gained considerable interest due to its applications in education, digital music production, and c…