Author

Yuxiang Fu

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Sep 2026

A High-Performance and Low-Resource Reconfigurable Hardware Implementation for Softmax in Transformer

The efficient implementation of the softmax is critical for optimizing transformer hardware accelerators. Unlike its role as a static, one-time classifier in convolutional neural networks (CNNs), softmax in transformers is core to achieving dynamic contextual awareness, generating attention weights that enable the mode...

Bangzheng He, Bang-Xin Qin, Han Wang et al. · IEEE Transactions on Very La... · 0 citations

Preprint Aug 2026

HyperCut: Fast Inter-Layer Scheduling via Directed Hypergraph and Early Filtering

This work proposes a hierarchical partitioning-and-mapping framework, HyperCut, that enables early filtering of inter-layer schedules based on hypergraph partitioning that achieves 2.0x performance improvement and 80.47% exploration time reduction over the SET baseline, measured by geometric mean.

Ziang Wei, Zirui Xu, Sufeng Guo et al. · 0 citations