MACHINE LEARNING METHODS AND MODELS

Abstract. This paper presents a survey of the most significant machine learning methods and models as of the end of 2025 and proposes their systematic classification. Key trends from leading international conferences, including NeurIPS 2025, ICML 2025, and ICLR 2025, are analyzed. Special attention is given to State Space Models, Offline and Counterfactual Reinforcement Learning, […]