Regularizing and Optimizing LSTM Language Models

7 August 2017

Papers citing "Regularizing and Optimizing LSTM Language Models"

50 / 509 papers shown

Title
Self-Tuning Networks: Bilevel Optimization of Hyperparameters using Structured Best-Response Functions M. Mackay Paul Vicol Jonathan Lorraine David Duvenaud Roger C. Grosse 27 164 0 07 Mar 2019
Alternating Synthetic and Real Gradients for Neural Language Modeling Fangxin Shang Hao Zhang 16 1 0 27 Feb 2019
Evaluating the Search Phase of Neural Architecture Search Kaicheng Yu C. Sciuto Martin Jaggi C. Musat Mathieu Salzmann 20 342 0 21 Feb 2019
Breaking the Softmax Bottleneck via Learnable Monotonic Pointwise Non-linearities O. Ganea Sylvain Gelly Gary Bécigneul Aliaksei Severyn 26 18 0 21 Feb 2019
Random Search and Reproducibility for Neural Architecture Search Liam Li Ameet Talwalkar OOD 33 717 0 20 Feb 2019
A Simple Baseline for Bayesian Uncertainty in Deep Learning Wesley J. Maddox T. Garipov Pavel Izmailov Dmitry Vetrov A. Wilson BDL UQCV 33 795 0 07 Feb 2019
Compression of Recurrent Neural Networks for Efficient Language Modeling Artem M. Grachev D. Ignatov Andrey V. Savchenko 13 39 0 06 Feb 2019
Augment your batch: better training with larger batches Elad Hoffer Tal Ben-Nun Itay Hubara Niv Giladi Torsten Hoefler Daniel Soudry ODL 30 72 0 27 Jan 2019
Variational Smoothing in Recurrent Neural Network Language Models Lingpeng Kong Gábor Melis Wang Ling Lei Yu Dani Yogatama 21 3 0 27 Jan 2019
State-Regularized Recurrent Neural Networks Cheng Wang Mathias Niepert 18 39 0 25 Jan 2019
Towards Non-saturating Recurrent Units for Modelling Long-term Dependencies A. Chandar Chinnadhurai Sankar Eugene Vorontsov Samira Ebrahimi Kahou Yoshua Bengio 26 56 0 22 Jan 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context Zihang Dai Zhilin Yang Yiming Yang J. Carbonell Quoc V. Le Ruslan Salakhutdinov VLM 38 3,674 0 09 Jan 2019
FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network Aditya Kusupati Manish Singh Kush S. Bhatia A. Kumar Prateek Jain Manik Varma 24 189 0 08 Jan 2019
Learning a Generator Model from Terminal Bus Data N. Stulov D. Sobajic Yury Maximov Deepjyoti Deka Michael Chertkov 22 4 0 03 Jan 2019
A Tutorial on Deep Latent Variable Models of Natural Language Yoon Kim Sam Wiseman Alexander M. Rush BDL VLM 30 42 0 17 Dec 2018
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 31 1,452 0 11 Dec 2018
Inflo: News Categorization and Keyphrase Extraction for Implementation in an Aggregation System Pranav A Nick Sukiennik Pan Hui 32 2 0 10 Dec 2018
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network Sachin Mehta Mohammad Rastegari Linda G. Shapiro Hannaneh Hajishirzi VLM 29 392 0 28 Nov 2018
Plan-And-Write: Towards Better Automatic Storytelling Lili Yao Nanyun Peng R. Weischedel Kevin Knight Dongyan Zhao Rui Yan 16 403 0 14 Nov 2018
Modeling Local Dependence in Natural Language with Multi-channel Recurrent Neural Networks Chang Xu Weiran Huang Hongwei Wang G. Wang Tie-Yan Liu 16 13 0 13 Nov 2018
Fine-tuning of Language Models with Discriminator Vadim Popov Mikhail Kudinov 16 2 0 12 Nov 2018
Learning to Compose Topic-Aware Mixture of Experts for Zero-Shot Video Captioning Yoonchang Sung Jiawei Wu Da Zhang Yu-Chuan Su Pratap Tokekar 26 39 0 07 Nov 2018
Analysing Dropout and Compounding Errors in Neural Language Models James OÑeill Danushka Bollegala 22 1 0 02 Nov 2018
Progress and Tradeoffs in Neural Language Models Raphael Tang Jimmy J. Lin 16 5 0 02 Nov 2018
You May Not Need Attention Ofir Press Noah A. Smith 14 27 0 31 Oct 2018
Language Modeling with Sparse Product of Sememe Experts Yihong Gu Jun Yan Hao Zhu Zhiyuan Liu Ruobing Xie Maosong Sun Fen Lin Leyu Lin MoE 15 31 0 29 Oct 2018
Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training Hila Gonen Yoav Goldberg 14 31 0 28 Oct 2018
Reversible Recurrent Neural Networks M. Mackay Paul Vicol Jimmy Ba Roger C. Grosse 6 52 0 25 Oct 2018
Universal Language Model Fine-Tuning with Subword Tokenization for Polish Piotr Czapla Jeremy Howard Marcin Kardas 8 7 0 24 Oct 2018
Language Modeling at Scale Md. Mostofa Ali Patwary Milind Chabbi Heewoo Jun Jiaji Huang G. Diamos Kenneth Church ALM 28 5 0 23 Oct 2018
Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks Songlin Yang Shawn Tan Alessandro Sordoni Aaron Courville 32 323 0 22 Oct 2018
PepCVAE: Semi-Supervised Targeted Design of Antimicrobial Peptide Sequences Payel Das Kahini Wadhawan Oscar Chang Tom Sercu Cicero Nogueira dos Santos Matthew D Riemer Vijil Chenthamarakshan Inkit Padhi Aleksandra Mojsilović DRL 34 0 0 17 Oct 2018
Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks Xiaodong Cui Wei Zhang Zoltán Tüske M. Picheny ODL 16 89 0 16 Oct 2018
Trellis Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun 25 145 0 15 Oct 2018
A System for Massively Parallel Hyperparameter Tuning Liam Li Kevin G. Jamieson Afshin Rostamizadeh Ekaterina Gonina Moritz Hardt Benjamin Recht Ameet Talwalkar 24 372 0 13 Oct 2018
Dropout as a Structured Shrinkage Prior Eric T. Nalisnick José Miguel Hernández-Lobato Padhraic Smyth BDL UQCV 6 1 0 09 Oct 2018
Understanding Recurrent Neural Architectures by Analyzing and Synthesizing Long Distance Dependencies in Benchmark Sequential Datasets Abhijit Mahalunkar John D. Kelleher 24 8 0 06 Oct 2018
Adaptive Pruning of Neural Language Models for Mobile Devices Raphael Tang Jimmy J. Lin 16 6 0 27 Sep 2018
Information-Weighted Neural Cache Language Models for ASR Lyan Verwimp J. Pelemans Hugo Van hamme P. Wambacq KELM RALM 11 2 0 24 Sep 2018
Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension Yichong Xu Xiaodong Liu Yelong Shen Jingjing Liu Jianfeng Gao 23 51 0 18 Sep 2018
FRAGE: Frequency-Agnostic Word Representation Chengyue Gong Di He Xu Tan Tao Qin Liwei Wang Tie-Yan Liu OOD 28 144 0 18 Sep 2018
Towards JointUD: Part-of-speech Tagging and Lemmatization using Recurrent Neural Networks G. Arakelyan Karen Hambardzumyan Hrant Khachatrian 26 9 0 10 Sep 2018
MTNT: A Testbed for Machine Translation of Noisy Text Paul Michel Graham Neubig 19 145 0 02 Sep 2018
Direct Output Connection for a High-Rank Language Model Sho Takase Jun Suzuki Masaaki Nagata 18 36 0 30 Aug 2018
Pyramidal Recurrent Unit for Language Modeling Sachin Mehta Rik Koncel-Kedziorski Mohammad Rastegari Hannaneh Hajishirzi 21 10 0 27 Aug 2018
Dissecting Contextual Word Embeddings: Architecture and Representation Matthew E. Peters Mark Neumann Luke Zettlemoyer Wen-tau Yih 35 425 0 27 Aug 2018
Predefined Sparseness in Recurrent Sequence Models T. Demeester Johannes Deleu Fréderic Godin Chris Develder 16 3 0 27 Aug 2018
Financial Aspect-Based Sentiment Analysis using Deep Representations Steven Yang Jason Rosenfeld Jacques Makutonin 21 13 0 23 Aug 2018
Improving Abstraction in Text Summarization Wojciech Kry'sciñski Romain Paulus Caiming Xiong R. Socher 18 147 0 23 Aug 2018
Neural Architecture Optimization Renqian Luo Fei Tian Tao Qin Enhong Chen Tie-Yan Liu 3DV 26 648 0 22 Aug 2018