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cs.CL2026
Efficient Decentralized Multi-task Dataset Valuation via Model Merging
Mohammadsajad Alipour, Mohammad Mohammadi Amiri
Accurate and efficient dataset valuation is essential for enabling fair and transparent data marketplaces, especially when multiple contributors provide data for training multi-tas…
cs.CL2025
Optimal Singular Damage: Efficient LLM Inference in Low Storage Regimes
Mohammadsajad Alipour, Mohammad Mohammadi Amiri
Large language models (LLMs) are increasingly prevalent across diverse applications. However, their enormous size limits storage and processing capabilities to a few well-resourced…