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Architectural Complexity Measures of Recurrent Neural Networks

26 February 2016

Papers citing "Architectural Complexity Measures of Recurrent Neural Networks"

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Title
State-Regularized Recurrent Neural Networks to Extract Automata and Explain Predictions Cheng Wang Carolin (Haas) Lawrence Mathias Niepert 64 3 0 10 Dec 2022
RF-Next: Efficient Receptive Field Search for Convolutional Neural Networks Shanghua Gao Zhong-Yu Li Qi Han Ming-Ming Cheng Liang Wang 102 35 0 14 Jun 2022
Recurrent Neural Networks for Dynamical Systems: Applications to Ordinary Differential Equations, Collective Motion, and Hydrological Modeling Yonggi Park Kelum Gajamannage D. Jayathilake Erik Bollt AI4CE 92 21 0 14 Feb 2022
Motion Primitives-based Navigation Planning using Deep Collision Prediction Huan Nguyen Sondre Holm Fyhn Paolo De Petris Kostas Alexis 77 24 0 10 Jan 2022
Recurrence along Depth: Deep Convolutional Neural Networks with Recurrent Layer Aggregation Jingyu Zhao Yanwen Fang Guodong Li 69 24 0 22 Oct 2021
Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions Yang Wu Dingheng Wang Xiaotong Lu Fan Yang Guoqi Li W. Dong Jianbo Shi 100 18 0 30 Aug 2021
Neural Network Layer Algebra: A Framework to Measure Capacity and Compression in Deep Learning Alberto Badías A. Banerjee 60 3 0 02 Jul 2021
Recurrent Neural Network from Adder's Perspective: Carry-lookahead RNN Haowei Jiang Fei-wei Qin Jin Cao Yong Peng Yanli Shao LRM ODL 64 43 0 22 Jun 2021
Parallelizing Legendre Memory Unit Training Narsimha Chilkuri C. Eliasmith 85 39 0 22 Feb 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 233 703 0 24 Jan 2021
Interpreting and Disentangling Feature Components of Various Complexity from DNNs Jie Ren Mingjie Li Zexu Liu Quanshi Zhang CoGe 77 18 0 29 Jun 2020
Do RNN and LSTM have Long Memory? Jingyu Zhao Feiqing Huang Jia Lv Yanjie Duan Zhen Qin Guodong Li Guangjian Tian 121 145 0 06 Jun 2020
Depth Enables Long-Term Memory for Recurrent Neural Networks A. Ziv 31 0 0 23 Mar 2020
A Neural Architecture for Detecting Confusion in Eye-tracking Data Shane D. V. Sims Cristina Conati 13 2 0 13 Mar 2020
Convolutional Tensor-Train LSTM for Spatio-temporal Learning Jiahao Su Wonmin Byeon Jean Kossaifi Furong Huang Jan Kautz Anima Anandkumar AI4TS 58 122 0 21 Feb 2020
Temporally Folded Convolutional Neural Networks for Sequence Forecasting Matthias Weissenbacher AI4TS 39 0 0 10 Jan 2020
Gating Revisited: Deep Multi-layer RNNs That Can Be Trained Mehmet Özgür Türkoglu Stefano Dáronco Jan Dirk Wegner Konrad Schindler 87 48 0 25 Nov 2019
Multi-Zone Unit for Recurrent Neural Networks Fandong Meng Jinchao Zhang Yang Liu Jie Zhou AI4CE 55 2 0 17 Nov 2019
The Expressivity and Training of Deep Neural Networks: toward the Edge of Chaos? Gege Zhang Gang-cheng Li Ningwei Shen Weidong Zhang 56 6 0 11 Oct 2019
Deep Equilibrium Models Shaojie Bai J. Zico Kolter V. Koltun 96 673 0 03 Sep 2019
EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks Pengfei Zhang Jianru Xue Cuiling Lan Wenjun Zeng Zhanning Gao Nanning Zheng 65 85 0 03 Sep 2019
R-Transformer: Recurrent Neural Network Enhanced Transformer Z. Wang Yao Ma Zitao Liu Jiliang Tang ViT 79 106 0 12 Jul 2019
Discrete Flows: Invertible Generative Models of Discrete Data Dustin Tran Keyon Vafa Kumar Krishna Agrawal Laurent Dinh Ben Poole DRL 164 117 0 24 May 2019
Tiresias: Predicting Security Events Through Deep Learning Yun Shen Enrico Mariconti Pierre-Antoine Vervier Gianluca Stringhini AAML 105 163 0 24 May 2019
Deep Landscape Forecasting for Real-time Bidding Advertising Kan Ren Jiarui Qin Lei Zheng Zhengyu Yang Weinan Zhang Yong Yu OOD 72 37 0 07 May 2019
Learning to Adaptively Scale Recurrent Neural Networks Hao Hu Liqiang Wang Guo-Jun Qi AI4CE 42 9 0 15 Feb 2019
State-Regularized Recurrent Neural Networks Cheng Wang Mathias Niepert 65 40 0 25 Jan 2019
Representation Mixing for TTS Synthesis Kyle Kastner J. F. Santos Yoshua Bengio Aaron Courville 48 43 0 17 Nov 2018
Long Short-Term Memory with Dynamic Skip Connections Tao Gui Qi Zhang Lujun Zhao Y. Lin Minlong Peng Jingjing Gong Xuanjing Huang 80 27 0 09 Nov 2018
Character-Level Language Modeling with Deeper Self-Attention Rami Al-Rfou Dokook Choe Noah Constant Mandy Guo Llion Jones 154 393 0 09 Aug 2018
Recurrent Neural Networks with Flexible Gates using Kernel Activation Functions Simone Scardapane S. Van Vaerenbergh Danilo Comminiello Simone Totaro A. Uncini 23 4 0 11 Jul 2018
On Training Recurrent Networks with Truncated Backpropagation Through Time in Speech Recognition Hao Tang James R. Glass 52 20 0 09 Jul 2018
Detecting Cyberattacks in Industrial Control Systems Using Convolutional Neural Networks Moshe Kravchik A. Shabtai 82 275 0 21 Jun 2018
Image Super-Resolution via Dual-State Recurrent Networks Wei Han Shiyu Chang Ding Liu Mo Yu Michael Witbrock Thomas S. Huang SupR 64 215 0 07 May 2018
The unreasonable effectiveness of the forget gate J. Westhuizen Joan Lasenby 74 89 0 13 Apr 2018
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 103 4,860 0 04 Mar 2018
Nested LSTMs Joel Ruben Antony Moniz David M. Krueger 62 68 0 31 Jan 2018
ACtuAL: Actor-Critic Under Adversarial Learning Anirudh Goyal Nan Rosemary Ke Alex Lamb R. Devon Hjelm C. Pal Joelle Pineau Yoshua Bengio GAN 47 9 0 13 Nov 2017
Wider and Deeper, Cheaper and Faster: Tensorized LSTMs for Sequence Learning Zhen He Shaobing Gao Liang Xiao Daxue Liu Hangen He David Barber AIMat 90 65 0 05 Nov 2017
Dilated Recurrent Neural Networks Shiyu Chang Yang Zhang Wei Han Mo Yu Xiaoxiao Guo Wei Tan Xiaodong Cui Michael Witbrock M. Hasegawa-Johnson Thomas S. Huang 100 304 0 05 Oct 2017
Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks Victor Campos Brendan Jou Xavier Giró-i-Nieto Jordi Torres Shih-Fu Chang 81 219 0 22 Aug 2017
Deep Architectures for Neural Machine Translation Antonio Valerio Miceli Barone Jindřich Helcl Rico Sennrich Barry Haddow Alexandra Birch 80 112 0 24 Jul 2017
Bayesian LSTMs in medicine J. Westhuizen Joan Lasenby BDL OOD 49 16 0 05 Jun 2017
Recurrent Additive Networks Kenton Lee Omer Levy Luke Zettlemoyer GNN AI4CE 72 38 0 21 May 2017
An overview and comparative analysis of Recurrent Neural Networks for Short Term Load Forecasting F. Bianchi E. Maiorino Michael C. Kampffmeyer A. Rizzi Robert Jenssen AI4TS 106 218 0 11 May 2017
Feedback Networks Amir Zamir Te-Lin Wu Lin Sun Bokui (William) Shen Jitendra Malik Silvio Savarese 95 211 0 30 Dec 2016
Variable Computation in Recurrent Neural Networks Yacine Jernite Edouard Grave Armand Joulin Tomas Mikolov 97 60 0 18 Nov 2016
Multiplicative LSTM for sequence modelling Ben Krause Liang Lu Iain Murray Steve Renals 97 208 0 26 Sep 2016
Multiplex visibility graphs to investigate recurrent neural networks dynamics F. Bianchi L. Livi Cesare Alippi Robert Jenssen GNN 49 38 0 10 Sep 2016
Hierarchical Multiscale Recurrent Neural Networks Junyoung Chung Sungjin Ahn Yoshua Bengio BDL 128 538 0 06 Sep 2016