About
Discord Stateoftheart AI
GitHub

Publications

763

Cited by

50779

Li Deng

speech and language processingdeep learningartificial intelligencesignal processingfinancial engineering

Chief AI Officer, Citadel

Papers and Citations

1 - 50
Deep learning
2014
Li Deng
Dong Yu
Cited by 30185
Deep neural networks for acoustic modeling in speech recognition: The shared views of four research groups
2012
Navdeep Jaitly
Abdelrahman Mohamed
Brian Kingsbury
+8
Cited by 8530
Statistical Pattern Recognition
2018
Li Deng
D O'Shaughnessy
Cited by 4214
Deep learning: methods and applications
2014
Li Deng
D Yu
Cited by 3208
Context-dependent pre-trained deep neural networks for large-vocabulary speech recognition
2011
Li Deng
George E. Dahl
Alex Acero
+1
Cited by 3111
Convolutional neural networks for speech recognition
2014
Abdelrahman Mohamed
Hui Jiang
Ossama Abdel-Hamid
+3
Cited by 1445
Learning deep structured semantic models for web search using clickthrough data
2013
Xiaodong He
Larry Heck
Po-Sen Huang
+5
Cited by 1321
From captions to visual concepts and back
2015
Rupesh Kumar Srivastava
John C. Platt
C. Lawrence Zitnick
+9
Cited by 1199
Stacked attention networks for image question answering
2016
Alex Smola
Li Deng
Zichao Yang
+2
Cited by 1176
Embedding entities and relations for learning and inference in knowledge bases
2014
Bishan Yang
Jianfeng Gao
Li Deng
+2
Cited by 1116
A latent semantic model with convolutional-pooling structure for information retrieval
2014
Li Deng
Jianfeng Gao
Yelong Shen
+2
Cited by 928
Learning semantic representations using convolutional neural networks for web search
2014
Grégoire Mesnil
Yelong Shen
Jianfeng Gao
+2
Cited by 928
The mnist database of handwritten digit images for machine learning research [best of the web]
2012
Li Deng
Cited by 914
New types of deep neural network learning for speech recognition and related applications: An overview
2013
Brian Kingsbury
Li Deng
Geoffrey Hinton
Cited by 862
Recent advances in deep learning for speech research at Microsoft
2013
Kaisheng Yao
Frank Seide
Mike Seltzer
+9
Cited by 737
Deep sentence embedding using long short-term memory networks: Analysis and application to information retrieval
2016
Xiaodong He
Rabab Ward
Li Deng
+7
Cited by 640
A tutorial survey of architectures, algorithms, and applications for deep learning
2014
Li Deng
Cited by 635
Ms marco: A human-generated machine reading comprehension dataset
2016
Tri-Hung Nguyen
Jianfeng Gao
Li Deng
+4
Cited by 549
MS MARCO: A human generated machine reading comprehension dataset
2016
Xia Song
Tri-Hung Nguyen
Bhaskar Mitra
+14
Cited by 543
Using recurrent neural networks for slot filling in spoken language understanding
2014
Yoshua Bengio
Li Deng
Gokhan Tur
+8
Cited by 533
Cross-language knowledge transfer using multilingual deep neural network with shared hidden layers
2013
Li Deng
Yifan Gong
J Li
+2
Cited by 530
Speech Enhancement
2018
Li Deng
D O'Shaughnessy
Cited by 519
Investigation of recurrent-neural-network architectures and learning methods for spoken language understanding.
2013
Grégoire Mesnil
Li Deng
Yoshua Bengio
+1
Cited by 485
Deep learning and its applications to signal and information processing [exploratory dsp]
2010
Li Deng
D Yu
Cited by 473
An overview of noise-robust automatic speech recognition
2014
Li Deng
Yifan Gong
J Li
+1
Cited by 421
Speech-centric multimodal user interface design in mobile technology
2012
Li Deng
D Yu
Cited by 391
Binary coding of speech spectrograms using a deep auto-encoder
2010
Mike Seltzer
Geoffrey Hinton
Abdelrahman Mohamed
+3
Cited by 379
HMM adaptation using vector Taylor series for noisy speech recognition
2000
Alex Acero
Li Deng
Trausti T Kristjansson
+1
Cited by 372
Large-scale malware classification using random projections and neural networks
2013
George E. Dahl
Li Deng
D Yu
+1
Cited by 370
Exploring convolutional neural network structures and optimization techniques for speech recognition.
2013
Li Deng
Ossama Abdel-Hamid
D Yu
Cited by 343
Representation learning using multi-task deep neural networks for semantic classification and information retrieval
2015
Jianfeng Gao
Kevin Duh
Li Deng
+3
Cited by 339
Machine learning paradigms for speech recognition: An overview
2013
Li Deng
X Li
Cited by 338
Speech processing: a dynamic and optimization-oriented approach
2003
Li Deng
douglas oshaughnessy
Cited by 326
Multi-domain joint semantic frame parsing using bi-directional rnn-lstm.
2016
Li Deng
Jianfeng Gao
ASLI CELIKYILMAZ
+4
Cited by 307
Large-vocabulary speech recognition under adverse acoustic environments
2000
Alex Acero
Li Deng
X Huang
+1
Cited by 305
Developments and directions in speech recognition and understanding, Part 1 [DSP Education]
2009
Sanjeev Khudanpur
James Glass
Chin-Hui Lee
+4
Cited by 298
HMM-based strategies for enhancement of speech signals embedded in nonstationary noise
1998
Li Deng
Hossein Sameti
Hamid Sheikhzadeh
+1
Cited by 267
Semantic compositional networks for visual captioning
2017
Chuang Gan
Lawrence Carin
Kenneth Tran
+5
Cited by 260
Towards end-to-end reinforcement learning of dialogue agents for information access
2016
Faisal Ahmed
Lihong Li
Xiujun Li
+7
Cited by 254
Language models for image captioning: The quirks and what works
2015
Li Deng
Jacob Devlin
Xiaodong He
+8
Cited by 248
Multi-Domain Joint Semantic Frame Parsing using Bi-directional RNN-LSTM
2016
ASLI CELIKYILMAZ
Dilek Hakkani-Tur
Jianfeng Gao
+4
Cited by 238
Word Recognition
1991
V Gupta
M Lennig
P Kenny
+2
Cited by 238
Method and apparatus for multi-sensory speech enhancement
2008
Li Deng
Alex Acero
Zhengyou Zhang
+4
Cited by 236
Scalable stacking and learning for building deep architectures
2012
John C. Platt
Li Deng
D Yu
Cited by 229
Computational phonology
2018
D O'Shaughnessy
Li Deng
Cited by 225
Investigation of full-sequence training of deep belief networks for speech recognition
2010
Abdelrahman Mohamed
Li Deng
D Yu
Cited by 223
Speech recognition using hidden Markov models with polynomial regression functions as nonstationary states
1994
Li Deng
M Aksmanovic
X Sun
+1
Cited by 223
Adaptation of context-dependent deep neural networks for automatic speech recognition
2012
Frank Seide
Li Deng
Yifan Gong
+3
Cited by 222
Large vocabulary continuous speech recognition with context-dependent DBN-HMMs
2011
Li Deng
George E. Dahl
Alex Acero
+1
Cited by 220
Roles of pre-training and fine-tuning in context-dependent DBN-HMMs for real-world speech recognition
2010
George E. Dahl
Li Deng
D Yu
Cited by 218