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cs.LG2025
Modeling Expert Interactions in Sparse Mixture of Experts via Graph Structures
Minh-Khoi Nguyen-Nhat, Rachel S. Y. Teo, Laziz Abdullaev +3
Sparse Mixture of Experts (SMoE) has emerged as a promising solution to achieving unparalleled scalability in deep learning by decoupling model parameter count from computational c…
cs.PF2025
LLMPerf: GPU Performance Modeling meets Large Language Models
Khoi N. M. Nguyen, Hoang Duy Nguyen Do, Huyen Thao Le +1
Performance modeling, a pivotal domain in program cost analysis, currently relies on manually crafted models constrained by various program and hardware limitations, especially in…