3 papers
cs.AR2025
A Runtime-Adaptive Transformer Neural Network Accelerator on FPGAs
Ehsan Kabir, Jason D. Bakos, David Andrews +1
Transformer neural networks (TNN) excel in natural language processing (NLP), machine translation, and computer vision (CV) without relying on recurrent or convolutional layers. Ho…
cs.AR2025
FAMOUS: Flexible Accelerator for the Attention Mechanism of Transformer on UltraScale+ FPGAs
Ehsan Kabir, Md. Arafat Kabir, Austin R. J. Downey +3
Transformer neural networks (TNNs) are being applied across a widening range of application domains, including natural language processing (NLP), machine translation, and computer…
cs.AR2025
N-TORC: Native Tensor Optimizer for Real-time Constraints
Suyash Vardhan Singh, Iftakhar Ahmad, David Andrews +3
Compared to overlay-based tensor architectures like VTA or Gemmini, compilers that directly translate machine learning models into a dataflow architecture as HLS code, such as HLS4…