2 papers
cs.AR2025
Voyager: An End-to-End Framework for Design-Space Exploration and Generation of DNN Accelerators
Kartik Prabhu, Jeffrey Yu, Xinyuan Allen Pan +5
While deep neural networks (DNNs) have achieved state-of-the-art performance in fields from computer vision to natural language processing, efficiently running these computationall…
cs.AI2023
SparseByteNN: A Novel Mobile Inference Acceleration Framework Based on Fine-Grained Group Sparsity
Haitao Xu, Songwei Liu, Yuyang Xu +7
To address the challenge of increasing network size, researchers have developed sparse models through network pruning. However, maintaining model accuracy while achieving significa…