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Author

M. Aydin

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#software testing Open access Sep 2026

Enhanced Compiler Design with Machine Learning Models Integrated into Communicating Stream X-Machine Framework

The increasing complexity of modern software systems demands more intelligent and reliable compiler designs capable of detecting code anomalies efficiently. Traditional compilers, while effective in syntax and semantic analysis, lack adaptive capabilities for identifying non-trivial errors. This paper presents a perfor...

B. A. Sanusi, Emmanuel Ogunshile, M. Aydin · 0 citations
Review Open access Aug 2026

Advances in Multi-Agent Deep Reinforcement Learning: Methods with Applications and Challenges

This paper presents a narrative survey of recent developments in MARL and examines research directions centred on centralised training with decentralised execution (CTDE), value decomposition, learned communication, graph-based methods, and model-based learning.

Abdur Rakib, Khoa Phung, Marco Pérez Hernández et al. · 0 citations

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