001-Efficient Processing of Deep Neural Networks: A Tutorial and Survey, Vivienne Sze, Yu-Hsin Chen, Tien-Ju Yang, Joel Emer, https://arxiv.org/pdf/1703.09039.pdf
002-In-Datacenter Performance Analysis of a Tensor Processing Unit, Norman P. Jouppi, Cliff Young, Nishant Patil, David Patterson, https://arxiv.org/pdf/1704.04760
2015
001-Zidong Du, Daniel D Ben-Dayan Rubin, Yunji Chen, Liqiang He, Tianshi Chen, Lei Zhang, Chengyong Wu, and Olivier Temam, "Neuromorphic Accelerators: A Comparison Between Neuroscience and Machine-Learning Approaches", in Proceedings of the 48th ACM/IEEE International Symposium on Microarchitecture (MICRO'15), 2015.
001-Ross, J., Jouppi, N., Phelps, A., Young, C., Norrie, T., Thorson, G., Luu, D., 2015. Neural Network Processor, Patent Application No. 62/164,931.
002-Ross, J., Phelps, A., 2015. Computing Convolutions Using a Neural Network Processor, , Patent Application No. 62/164,902.
003-Ross, J., 2015. Prefetching Weights for a Neural Network Processor, Patent Application No. 62/164,981.
004-Ross, J., Thorson, G., 2015. Rotating Data for Neural Network Computations,Patent Application No. 62/164,908.
005-Thorson, G., Clark, C., Luu, D., 2015. Vector Computation Unit in a Neural Network Processor, Patent Application No. 62/165,022.
006-Young, C., 2015. Batch Processing in a Neural Network Processor, Patent Application No. 62/165,020.
Tutorial
2017
ISCA2017-Tutorial on Hardware Architectures for Deep Neural Networks
Link: http://eyeriss.mit.edu/tutorial.html
Organizers: Joel Emer (MIT/NVIDIA), Vivienne Sze (MIT), Yu-Hsin Chen (MIT)
记录论文和专利学习的目录，以年份为类，以时间为序。对于公开可下载的论文，附以下载链接。
论文：
2017
001-Efficient Processing of Deep Neural Networks: A Tutorial and Survey, Vivienne Sze, Yu-Hsin Chen, Tien-Ju Yang, Joel Emer, https://arxiv.org/pdf/1703.09039.pdf 002-In-Datacenter Performance Analysis of a Tensor Processing Unit, Norman P. Jouppi, Cliff Young, Nishant Patil, David Patterson, https://arxiv.org/pdf/1704.04760
2015 001-Zidong Du, Daniel D Ben-Dayan Rubin, Yunji Chen, Liqiang He, Tianshi Chen, Lei Zhang, Chengyong Wu, and Olivier Temam, "Neuromorphic Accelerators: A Comparison Between Neuroscience and Machine-Learning Approaches", in Proceedings of the 48th ACM/IEEE International Symposium on Microarchitecture (MICRO'15), 2015.
2012 001-ImageNet Classification with Deep Convolutional Neural Networks, Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton, http://www.cs.toronto.edu/~fritz/absps/imagenet.pdf
专利：
2015
001-Ross, J., Jouppi, N., Phelps, A., Young, C., Norrie, T., Thorson, G., Luu, D., 2015. Neural Network Processor, Patent Application No. 62/164,931. 002-Ross, J., Phelps, A., 2015. Computing Convolutions Using a Neural Network Processor, , Patent Application No. 62/164,902. 003-Ross, J., 2015. Prefetching Weights for a Neural Network Processor, Patent Application No. 62/164,981. 004-Ross, J., Thorson, G., 2015. Rotating Data for Neural Network Computations,Patent Application No. 62/164,908. 005-Thorson, G., Clark, C., Luu, D., 2015. Vector Computation Unit in a Neural Network Processor, Patent Application No. 62/165,022. 006-Young, C., 2015. Batch Processing in a Neural Network Processor, Patent Application No. 62/165,020.
Tutorial
2017
ISCA2017-Tutorial on Hardware Architectures for Deep Neural Networks Link: http://eyeriss.mit.edu/tutorial.html Organizers: Joel Emer (MIT/NVIDIA), Vivienne Sze (MIT), Yu-Hsin Chen (MIT)
Online Books
Hacker's guide to Neural Networks http://karpathy.github.io/neuralnets/
Online Posts Understanding Hinton’s Capsule Networks. Part I: Intuition. https://medium.com/ai%C2%B3-theory-practice-business/understanding-hintons-capsule-networks-part-i-intuition-b4b559d1159b Understanding Hinton’s Capsule Networks. Part II: How Capsules Work. https://medium.com/ai%C2%B3-theory-practice-business/understanding-hintons-capsule-networks-part-ii-how-capsules-work-153b6ade9f66 Understanding Hinton’s Capsule Networks. Part III: Dynamic Routing Between Capsules. https://medium.com/ai%C2%B3-theory-practice-business/understanding-hintons-capsule-networks-part-iii-dynamic-routing-between-capsules-349f6d30418