Toward General Intelligence
Lake, Brenden M., et al. “Building machines that learn and think like people.” Behavioral and brain sciences 40 (2017).
General Reviews
Alom, Md Zahangir, et al. “The history began from alexnet: A comprehensive survey on deep learning approaches.” arXiv preprint arXiv:1803.01164 (2018).
Liu, Weibo, et al. “A survey of deep neural network architectures and their applications.” Neurocomputing 234 (2017): 11-26.
Schmidhuber, Jürgen. “Deep learning in neural networks: An overview.” Neural networks 61 (2015): 85-117.
Neural Architecture Search
Elsken, Thomas, Jan Hendrik Metzen, and Frank Hutter. “Neural architecture search: A survey.” arXiv preprint arXiv:1808.05377 (2018).
Application Focused Reviews
Mirsky, Yisroel, and Wenke Lee. “The Creation and Detection of Deepfakes: A Survey.” arXiv preprint arXiv:2004.11138 (2020).
Kamble, Madhu R., et al. “Advances in anti-spoofing: from the perspective of ASVspoof challenges.” APSIPA Transactions on Signal and Information Processing 9 (2020).
Young, Tom, et al. “Recent trends in deep learning based natural language processing.” ieee Computational intelligenCe magazine 13.3 (2018): 55-75.
Baltrušaitis, Tadas, Chaitanya Ahuja, and Louis-Philippe Morency. “Multimodal machine learning: A survey and taxonomy.” IEEE transactions on pattern analysis and machine intelligence 41.2 (2018): 423-443.