Author

Xuan Duy Ta

VNU University of Engineering and Technology,

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Preprint Aug 2026

Reservoir of Importance: Learning Semi-Structured Sparsity with Differentiable Subset Sampling

Semi-structured $N$:$M$ sparsity has emerged as a practical direction for accelerating large language models (LLMs). However, existing learnable-mask approaches incur substantial parameter and memory overhead, limiting their scalability to large models and aggressive sparsity regimes. In this work, we revisit semi-stru...

H. Dinh, Xuan Duy Ta, K. Thân et al. · 0 citations