"expert specialization" Papers

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Advancing Expert Specialization for Better MoE

Hongcan Guo, Haolang Lu, Guoshun Nan et al.

NEURIPS 2025oralarXiv:2505.22323
10
citations

Drop-Upcycling: Training Sparse Mixture of Experts with Partial Re-initialization

Taishi Nakamura, Takuya Akiba, Kazuki Fujii et al.

ICLR 2025arXiv:2502.19261
9
citations

Learning to Specialize: Joint Gating-Expert Training for Adaptive MoEs in Decentralized Settings

Yehya Farhat, Hamza ElMokhtar Shili, Fangshuo Liao et al.

NEURIPS 2025arXiv:2306.08586
3
citations

Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts?

Huy Nguyen, Pedram Akbarian, Nhat Ho

ICML 2024arXiv:2401.13875
20
citations