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cs.LG2025
Oversampling and Downsampling with Core-Boundary Awareness: A Data Quality-Driven Approach
Samir Brahim Belhaouari, Yunis Carreon Kahalan, Humaira Shaffique +2
The effectiveness of machine learning models, particularly in unbalanced classification tasks, is often hindered by the failure to differentiate between critical instances near the…
cs.CL2025
Systematic Weight Evaluation for Pruning Large Language Models: Enhancing Performance and Sustainability
Ashhadul Islam, Samir Brahim Belhaouari, Amine Bermak
The exponential growth of large language models (LLMs) like ChatGPT has revolutionized artificial intelligence, offering unprecedented capabilities in natural language processing.…