Machine Learning · Statistics
Z-Forcing: Training Stochastic Recurrent Networks
Anirudh Goyal, Alessandro Sordoni, Marc-Alexandre Côté, Nan Rosemary Ke +1
2017-11-17
Machine Learning · Statistics
Sequential Neural Models with Stochastic Layers
Marco Fraccaro, Søren Kaae Sønderby, Ulrich Paquet, Ole Winther
2016-11-15
Machine Learning · Computer Science
Semi-Implicit Stochastic Recurrent Neural Networks
Ehsan Hajiramezanali, Arman Hasanzadeh, Nick Duffield, Krishna Narayanan +2
2020-04-24
Machine Learning · Computer Science
A Recurrent Latent Variable Model for Sequential Data
Junyoung Chung, Kyle Kastner, Laurent Dinh, Kratarth Goel +2
2016-04-08
Audio and Speech Processing · Electrical Eng. & Systems
Recurrent Neural Networks with Stochastic Layers for Acoustic Novelty Detection
Duong Nguyen, Oliver S. Kirsebom, Fábio Frazão, Ronan Fablet +1
2019-04-24
Machine Learning · Statistics
Path classification by stochastic linear recurrent neural networks
Wiebke Bartolomaeus, Youness Boutaib, Sandra Nestler, Holger Rauhut
2023-09-13
Machine Learning · Computer Science
Re-examination of the Role of Latent Variables in Sequence Modeling
Zihang Dai, Guokun Lai, Yiming Yang, Shinjae Yoo
2019-09-17
Machine Learning · Statistics
Stochastic Graph Recurrent Neural Network
Tijin Yan, Hongwei Zhang, Zirui Li, Yuanqing Xia
2020-09-02
Neural and Evolutionary Computing · Computer Science
Learning Longer Memory in Recurrent Neural Networks
Tomas Mikolov, Armand Joulin, Sumit Chopra, Michael Mathieu +1
2015-04-20
Machine Learning · Computer Science
Stochastic Sequential Neural Networks with Structured Inference
Hao Liu, Haoli Bai, Lirong He, Zenglin Xu
2017-05-25
Machine Learning · Computer Science
Learning Wake-Sleep Recurrent Attention Models
Jimmy Ba, Roger Grosse, Ruslan Salakhutdinov, Brendan Frey
2015-09-24
Computation and Language · Computer Science
Scalable Bayesian Learning of Recurrent Neural Networks for Language Modeling
Zhe Gan, Chunyuan Li, Changyou Chen, Yunchen Pu +2
2017-04-25
Machine Learning · Computer Science
Probabilistic Spatial Transformer Networks
Pola Schwöbel, Frederik Warburg, Martin Jørgensen, Kristoffer H. Madsen +1
2022-06-16
Disordered Systems and Neural Networks · Physics
Stochastic learning in a neural network with adapting synapses
G. Lattanzi, G. Nardulli, G. Pasquariello, S. Stramaglia
2009-10-30
Machine Learning · Computer Science
Stochastic WaveNet: A Generative Latent Variable Model for Sequential Data
Guokun Lai, Bohan Li, Guoqing Zheng, Yiming Yang
2018-06-19
Machine Learning · Computer Science
Inferring stochastic low-rank recurrent neural networks from neural data
Matthijs Pals, A Erdem Sağtekin, Felix Pei, Manuel Gloeckler +1
2025-02-27
Machine Learning · Computer Science
Linear RNNs Provably Learn Linear Dynamic Systems
Lifu Wang, Tianyu Wang, Shengwei Yi, Bo Shen +2
2023-10-24