L Deng, G Li, S Han, L Shi, Y Xie - Proceedings of the IEEE, 2020 - ieeexplore.ieee.org
Domain-specific hardware is becoming a promising topic in the backdrop of improvement slow down for general-purpose processors due to the foreseeable end of Moore's Law …
Filter pruning has been widely used for neural network compression because of its enabled practical acceleration. To date, most of the existing filter pruning works explore the …
S Jie, ZH Deng - Proceedings of the AAAI conference on artificial …, 2023 - ojs.aaai.org
Recent work has explored the potential to adapt a pre-trained vision transformer (ViT) by updating only a few parameters so as to improve storage efficiency, called parameter …
M Yin, Y Sui, S Liao, B Yuan - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Advanced tensor decomposition, such as Tensor train (TT) and Tensor ring (TR), has been widely studied for deep neural network (DNN) model compression, especially for recurrent …
X Ma, P Zhang, S Zhang, N Duan… - Advances in neural …, 2019 - proceedings.neurips.cc
Latest development of neural models has connected the encoder and decoder through a self-attention mechanism. In particular, Transformer, which is solely based on self-attention …
Learning from spatio-temporal data has numerous applications such as human-behavior analysis, object tracking, video compression, and physics simulation. However, existing …
Deep neural networks have demonstrated state-of-the-art performance in a variety of real- world applications. In order to obtain performance gains, these networks have grown larger …
In the modern tourism industry, next point-of-interest (POI) recommendation is an important mobile service as it effectively aids hesitating travelers to decide the next POI to visit …
X Wang, L Ren, R Yuan, LT Yang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Cyber–physical–social systems (CPSS), an emerging cross-disciplinary research area, combines cyber–physical systems (CPS) with social networking for the purpose of providing …