AAAI Conference on Artificial Intelligence

All conferences Best Papers vs Top Cited Papers

The AAAI Conference on Artificial Intelligence promotes theoretical and applied AI research as well as intellectual interchange among researchers and practitioners. The technical program features substantial, original research and practices. Conference panel discussions and invited presentations identify significant social, philosophical, and economic issues influencing AI’s development throughout the world.

Author Distribution

Top Authors ( author's name : number of papers / citations )

2015

Maosong Sun: 4 / 1550

Zhiyuan Liu: 3 / 1515

Siwei Lai: 1 / 1203

Kang Liu: 1 / 1203

Liheng Xu: 1 / 1203

Jun Zhao: 1 / 1203

Xuan Zhu: 1 / 1192

Yankai Lin: 1 / 1192

Joelle Pineau: 3 / 999

Alessandro Sordoni: 1 / 976

Aaron C. Courville: 1 / 976

Yoshua Bengio: 1 / 976

Tom M. Mitchell: 2 / 827

Ryan Rossi: 1 / 563

Nesreen Ahmed: 1 / 563

Richard C. Wang: 1 / 555

Partha Pratim Talukdar: 1 / 555

Justin Betteridge: 1 / 555

William W. Cohen: 1 / 555

Matthew Gardner: 1 / 555

2016

Arthur Guez: 2 / 2215

Hado Van Hasselt: 1 / 2137

David Silver: 1 / 2137

Yoon Kim: 1 / 1270

Alexander M. Rush: 1 / 1270

David Sontag: 1 / 1270

Yacine Jernite: 1 / 1270

Jiashi Feng: 2 / 698

Joelle Pineau: 3 / 596

Ryan Lowe: 1 / 590

Aaron C. Courville: 1 / 590

Alessandro Sordoni: 1 / 590

Laurent Charlin: 1 / 590

Yoshua Bengio: 1 / 590

Baochen Sun: 1 / 557

Kate Saenko: 1 / 557

Tomaso A. Poggio: 2 / 528

Jianmin Wang : 3 / 492

Xueqi Cheng: 6 / 487

Jonas Mueller: 1 / 487

2017

Vincent Vanhoucke: 1 / 4834

Sergey Ioffe: 1 / 4834

Christian Szegedy: 1 / 4834

Jun Wang: 1 / 1014

Yong Yu: 1 / 1014

Weinan Zhang: 1 / 1014

Lantao Yu: 1 / 1014

Bowen Zhou: 3 / 560

Yu Zheng: 1 / 540

Junbo Zhang: 1 / 540

Feifei Zhai: 2 / 429

Peng Cui: 3 / 424

Wenwu Zhu: 2 / 410

Doina Precup: 2 / 399

Xiang Bai: 3 / 390

Robert Speer: 1 / 386

Catherine Havasi: 1 / 386

Shiqiang Yang: 2 / 382

Feiping Nie: 12 / 376

Ramesh Nallapati: 1 / 372

2018

Bilal Piot: 2 / 845

Tom Schaul: 2 / 845

Weinan Zhang: 7 / 708

Will Dabney: 2 / 663

Doina Precup: 7 / 628

David Silver: 1 / 563

Joseph Modayil: 1 / 563

Hado Van Hasselt: 1 / 563

Georg Ostrovski: 1 / 563

Joelle Pineau: 2 / 562

David Meger: 2 / 562

Philip Bachman: 1 / 536

Yong Yu: 5 / 511

Erik Cambria: 4 / 504

Dahua Lin: 3 / 470

Yuanjun Xiong: 1 / 457

Shimon Whiteson: 3 / 441

Jun Wang: 4 / 404

Minlie Huang: 3 / 386

Han Cai: 3 / 384

2019

Quoc V. Le: 1 / 628

Yanping Huang: 1 / 628

Yunchao Wei: 4 / 173

David B. Larson: 1 / 150

Andrew Y. Ng: 1 / 150

Robyn L. Ball: 1 / 150

Katie Shpanskaya: 1 / 150

Bhavik N. Patel: 1 / 150

Safwan S. Halabi: 1 / 150

Matthew P. Lungren: 1 / 150

Curtis P. Langlotz: 1 / 150

Pranav Rajpurkar: 1 / 150

Jayne Seekins: 1 / 150

Yuan Luo: 1 / 133

Liang Yao: 1 / 133

Thomas S. Huang: 3 / 122

Xiaogang Wang: 3 / 111

Yu Liu: 2 / 110

Gaurav Rattan: 1 / 109

Martin Grohe: 1 / 109

2020

Shaozi Li: 1 / 483

Yi Yang: 6 / 483

Liang Zheng: 1 / 483

Nan Duan: 1 / 40

Daxin Jiang: 1 / 40

Hamid Palangi: 1 / 27

Jason Corso: 1 / 27

Jianfeng Gao: 1 / 27

Houdong Hu: 1 / 27

Lei Zhang: 1 / 27

Jian Cheng: 2 / 22

Guan'An Wang: 2 / 22

Zengguang Hou: 2 / 22

Qijie Zhao: 2 / 20

Yongtao Wang: 1 / 17

Haibin Ling: 1 / 17

Zhi Tang: 1 / 17

Mateusz Malinowski: 1 / 15

Piotr Mirowski: 1 / 15

Raia Hadsell: 1 / 15

Publications

Top Clited

Authors

Affiliations

Browse by Citation

Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning

Christian Szegedy,Sergey Ioffe,Vincent Vanhoucke

(2017)

Cited by4834

Deep Reinforcement Learning with Double Q-learning

Hado Van Hasselt,Arthur Guez,David Silver

(2016)

Cited by2137

Learning Entity and Relation Embeddings for Knowledge Graph Completion

Yankai Lin,Zhiyuan Liu,Maosong Sun, Yang Liu,Xuan Zhu

(2015)

Cited by1322

Character-Aware Neural Language Models

Yoon Kim,Yacine Jernite,David Sontag,Alexander M. Rush

(2016)

Cited by1270

Recurrent Convolutional Neural Networks for Text Classification

Siwei Lai,Liheng Xu,Kang Liu,Jun Zhao

(2015)

Cited by1203

SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient

Lantao Yu,Weinan Zhang,Jun Wang,Yong Yu

(2017)

Cited by1182

Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models

Iulian Vlad Serban,Alessandro Sordoni,Yoshua Bengio,Aaron C. Courville,Joelle Pineau

(2015)

Cited by976

Regularized Evolution for Image Classifier Architecture Search

Esteban Real, Alok Aggarwal,Yanping Huang,Quoc V. Le

(2019)

Cited by676

Deep Reinforcement Learning that Matters

Peter Henderson, Riashat Islam,Philip Bachman,Joelle Pineau,Doina Precup,David Meger

(2018)

Cited by671

Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction

Junbo Zhang,Yu Zheng, Dekang Qi

(2017)

Cited by669

The Network Data Repository with Interactive Graph Analytics and Visualization

Ryan Rossi,Nesreen Ahmed

(2015)

Cited by596

A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues

Iulian Vlad Serban,Alessandro Sordoni,Ryan Lowe,Laurent Charlin,Joelle Pineau,Aaron C. Courville,Yoshua Bengio

(2016)

Cited by590

Rainbow: Combining Improvements in Deep Reinforcement Learning

Matteo Hessel,Joseph Modayil,Hado van Hasselt,Tom Schaul,Georg Ostrovski,Will Dabney, Daniel Horgan,Bilal Piot, Mohammad Gheshlaghi Azar,David Silver

(2018)

Cited by563

Return of Frustratingly Easy Domain Adaptation

Baochen Sun,Jiashi Feng,Kate Saenko

(2016)

Cited by557

Never-Ending Learning

Tom M. Mitchell,William W. Cohen, Estevam R. Hruschka Jr.,Partha Pratim Talukdar,Justin Betteridge,Andrew Carlson, Bhavana Dalvi Mishra,Matthew Gardner,Bryan Kisiel, Jayant Krishnamurthy,Ni Lao, Kathryn Mazaitis

(2015)

Cited by555

Holographic Embeddings of Knowledge Graphs

Maximilian Nickel,Lorenzo Rosasco,Tomaso A. Poggio

(2016)

Cited by549

Siamese Recurrent Architectures for Learning Sentence Similarity

Jonas Mueller, Aditya Thyagarajan

(2016)

Cited by487

Random Erasing Data Augmentation

Zhun Zhong,Liang Zheng, Guoliang Kang,Shaozi Li,Yi Yang

(2020)

Cited by483

Community Preserving Network Embedding

Xiao Wang,Peng Cui,Jing Wang,Jian Pei,Wenwu Zhu,Shiqiang Yang

(2017)

Cited by480

Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition

Sijie Yan,Yuanjun Xiong,Dahua Lin

(2018)

Cited by457

Co-occurrence Feature Learning for Skeleton based Action Recognition using Regularized Deep LSTM Networks

Wentao Zhu,Cuiling Lan,Junliang Xing,Wenjun Zeng,Yanghao Li,Li Shen,Xiaohui Xie

(2016)

Cited by437

FiLM: Visual Reasoning with a General Conditioning Layer

Ethan Perez,Florian Strub,Harm de Vries,Vincent Dumoulin,Aaron C. Courville

(2018)

Cited by413

Deep Neural Networks for Learning Graph Representations

Shaosheng Cao,Wei Lu, Qiongkai Xu

(2016)

Cited by409

ConceptNet 5.5: An Open Multilingual Graph of General Knowledge

Robert Speer, Joshua Chin,Catherine Havasi

(2017)

Cited by386

The Option-Critic Architecture

Pierre-Luc Bacon, Jean Harb,Doina Precup

(2017)

Cited by382

Counterfactual Multi-Agent Policy Gradients

Jakob N. Foerster,Gregory Farquhar, Triantafyllos Afouras,Nantas Nardelli,Shimon Whiteson

(2018)

Cited by375

SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents

Ramesh Nallapati,Feifei Zhai,Bowen Zhou

(2017)

Cited by372

Emotional Chatting Machine: Emotional Conversation Generation with Internal and External Memory

Hao Zhou,Minlie Huang,Tianyang Zhang,Xiaoyan Zhu,Bing Liu

(2018)

Cited by349

An End-to-End Spatio-Temporal Attention Model for Human Action Recognition from Skeleton Data

Sijie Song,Cuiling Lan,Junliang Xing,Wenjun Zeng,Jiaying Liu

(2017)

Cited by347

TextBoxes: A Fast Text Detector with a Single Deep Neural Network

Minghui Liao,Baoguang Shi,Xiang Bai,Xinggang Wang,Wenyu Liu

(2017)

Cited by343

DiSAN: Directional Self-Attention Network for RNN/CNN-free Language Understanding

Tao Shen,Tianyi Zhou,Guodong Long,Jing Jiang,Shirui Pan,Chengqi Zhang

(2018)

Cited by341

Convolutional 2D Knowledge Graph Embeddings

Tim Dettmers,Pasquale Minervini,Pontus Stenetorp,Sebastian Riedel

(2018)

Cited by340

Anchors: High-Precision Model-Agnostic Explanations

Marco Túlio Ribeiro,Sameer Singh,Carlos Guestrin

(2018)

Cited by329

Representation Learning of Knowledge Graphs with Entity Descriptions

Ruobing Xie,Zhiyuan Liu,Jia Jia,Huanbo Luan,Maosong Sun

(2016)

Cited by327

Robust Image Sentiment Analysis Using Progressively Trained and Domain Transferred Deep Networks

Quanzeng You,Jiebo Luo,Hailin Jin,Jianchao Yang

(2015)

Cited by319

Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts

Qiang Liu,Shu Wu,Liang Wang,Tieniu Tan

(2016)

Cited by315

Playing FPS Games with Deep Reinforcement Learning

Guillaume Lample,Devendra Singh Chaplot

(2017)

Cited by305

Topical Word Embeddings

Yang Liu,Zhiyuan Liu,Tat-Seng Chua,Maosong Sun

(2015)

Cited by303

TrustSVD: Collaborative Filtering with Both the Explicit and Implicit Influence of User Trust and of Item Ratings

Guibing Guo,Jie Zhang,Neil Yorke-Smith

(2015)

Cited by302

VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback

Ruining He,Julian McAuley

(2016)

Cited by301

Content-Aware Point of Interest Recommendation on Location-Based Social Networks

Huiji Gao,Jiliang Tang,Xia Hu,Huan Liu

(2015)

Cited by293

Deep Hashing Network for Efficient Similarity Retrieval

Han Zhu,Mingsheng Long,Jianmin Wang 0001,Yue Cao

(2016)

Cited by292

Deep Q-learning From Demonstrations

Todd Hester, Matej Vecerik,Olivier Pietquin,Marc Lanctot,Tom Schaul,Bilal Piot, Dan Horgan, John Quan, Andrew Sendonaris,Ian Osband,Gabriel Dulac-Arnold, John Agapiou

(2018)

Cited by282

Never Ending Learning

Tom M. Mitchell

(2015)

Cited by272

Text Matching as Image Recognition

Liang Pang,Yanyan Lan,Jiafeng Guo,Jun Xu,Shengxian Wan,Xueqi Cheng

(2016)

Cited by272

Surpassing Human-Level Face Verification Performance on LFW with GaussianFace

Chaochao Lu,Xiaoou Tang

(2015)

Cited by269

Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning

Qimai Li,Zhichao Han,Xiao-Ming Wu

(2018)

Cited by269

Topic Aware Neural Response Generation

Chen Xing,Wei Wu,Yu Wu,Jie Liu,Yalou Huang,Ming Zhou,Wei-Ying Ma

(2017)

Cited by268

The Constrained Laplacian Rank Algorithm for Graph-Based Clustering

Feiping Nie,Xiaoqian Wang,Michael I. Jordan,Heng Huang

(2016)

Cited by261

Online Multi-target Tracking using Recurrent Neural Networks

Anton Milan,Seyed Hamid Rezatofighi,Anthony R. Dick,Konrad Schindler,Ian D. Reid 0001

(2017)

Cited by258

Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction

Huaxiu Yao,Fei Wu, Jintao Ke,Xianfeng Tang, Yitian Jia, Siyu Lu,Pinghua Gong,Jieping Ye,Zhenhui Li

(2018)

Cited by250

An End-to-End Deep Learning Architecture for Graph Classification

Muhan Zhang,Zhicheng Cui,Marion Neumann,Yixin Chen

(2018)

Cited by247

Emergence of Grounded Compositional Language in Multi-Agent Populations

Igor Mordatch,Pieter Abbeel

(2018)

Cited by236

Efficient Architecture Search by Network Transformation

Han Cai, Tianyao Chen,Weinan Zhang,Yong Yu,Jun Wang

(2018)

Cited by229

Learning to Answer Questions From Image using Convolutional Neural Network

Lin Ma,Zhengdong Lu,Hang Li

(2016)

Cited by228

Self-Paced Curriculum Learning

Lu Jiang,Deyu Meng,Qian Zhao,Shiguang Shan,Alexander G. Hauptmann

(2015)

Cited by228

Convolutional Neural Networks over Tree Structures for Programming Language Processing

Lili Mou,Ge Li,Lu Zhang,Tao Wang,Zhi Jin

(2016)

Cited by219

Fortune Teller: Predicting Your Career Path

Ye Liu,Luming Zhang,Liqiang Nie,Yan Yan,David S. Rosenblum

(2016)

Cited by213

Initializing Bayesian Hyperparameter Optimization via Meta-Learning

Matthias Feurer,Jost Tobias Springenberg,Frank Hutter

(2015)

Cited by212

EAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial Examples

Pin-Yu Chen,Yash Sharma,Huan Zhang,Jinfeng Yi,Cho-Jui Hsieh

(2018)

Cited by209

A Knowledge-Grounded Neural Conversation Model

Marjan Ghazvininejad,Chris Brockett,Ming-Wei Chang,Bill Dolan,Jianfeng Gao,Wen-tau Yih,Michel Galley

(2018)

Cited by207

Transfer Learning from Deep Features for Remote Sensing and Poverty Mapping

Michael Xie,Neal Jean,Marshall Burke,David B Lobell,Stefano Ermon

(2016)

Cited by206

Lazier Than Lazy Greedy

Baharan Mirzasoleiman,Ashwinkumar Badanidiyuru,Amin Karbasi,Jan Vondrák,Andreas Krause

(2015)

Cited by196

A Deep Hierarchical Approach to Lifelong Learning in Minecraft

Chen Tessler, Shahar Givony,Tom Zahavy,Daniel J. Mankowitz,Shie Mannor

(2017)

Cited by192

Targeted Aspect-Based Sentiment Analysis via Embedding Commonsense Knowledge into an Attentive LSTM

Yukun Ma, Haiyun Peng,Erik Cambria

(2018)

Cited by188

Recognizing Complex Activities by a Probabilistic Interval-Based Model

Li Liu,Li Cheng,Ye Liu, Yongpo Jia,David S. Rosenblum

(2016)

Cited by185

Using Machine Teaching to Identify Optimal Training-Set Attacks on Machine Learners

Shike Mei,Xiaojin Zhu

(2015)

Cited by183

GraphGAN: Graph Representation Learning with Generative Adversarial Nets

Hongwei Wang,Jia Wang,Jialin Wang,Miao Zhao,Weinan Zhang,Fuzheng Zhang,Xing Xie,Minyi Guo

(2018)

Cited by183

Large-Scale Multi-View Spectral Clustering via Bipartite Graph

Yeqing Li,Feiping Nie,Heng Huang,Junzhou Huang

(2015)

Cited by182

Knowledge Graph Completion with Adaptive Sparse Transfer Matrix

Guoliang Ji,Kang Liu,Shizhu He,Jun Zhao 0001

(2016)

Cited by180

A Deep Architecture for Semantic Matching with Multiple Positional Sentence Representations

Shengxian Wan,Yanyan Lan,Jiafeng Guo,Jun Xu,Liang Pang,Xueqi Cheng

(2016)

Cited by179

Empower Sequence Labeling with Task-Aware Neural Language Model

Liyuan Liu,Jingbo Shang,Frank F. Xu,Xiang Ren,Huan Gui,Jian Peng,Jiawei Han

(2018)

Cited by176

Column Sampling Based Discrete Supervised Hashing

Wang-Cheng Kang,Wu-Jun Li,Zhi-Hua Zhou

(2016)

Cited by175

Style Transfer in Text: Exploration and Evaluation

Zhenxin Fu, Xiaoye Tan,Nanyun Peng,Dongyan Zhao,Rui Yan

(2018)

Cited by175

UnFlow: Unsupervised Learning of Optical Flow with a Bidirectional Census Loss

Simon Meister, Junhwa Hur,Stefan Roth

(2018)

Cited by174

Structured Inference Networks for Nonlinear State Space Models

Rahul G. Krishnan,Uri Shalit,David A Sontag

(2017)

Cited by173

Ranking with Recursive Neural Networks and Its Application to Multi-Document Summarization

Ziqiang Cao,Furu Wei,Li Dong,Sujian Li,Ming Zhou

(2015)

Cited by173

Justified Representation in Approval-Based Committee Voting

Haris Aziz,Markus Brill,Vincent Conitzer,Edith Elkind,Rupert Freeman,Toby Walsh

(2017)

Cited by173

DeepFix: Fixing Common C Language Errors by Deep Learning

Rahul Gupta, Soham Pal,Aditya Kanade,Shirish Shevade

(2017)

Cited by172

Label-Free Supervision of Neural Networks with Physics and Domain Knowledge

Russell Stewart,Stefano Ermon

(2017)

Cited by170

News Verification by Exploiting Conflicting Social Viewpoints in Microblogs

Zhiwei Jin,Juan Cao,Yongdong Zhang,Jiebo Luo

(2016)

Cited by166

Jointly Modeling Deep Video and Compositional Text to Bridge Vision and Language in a Unified Framework

Ran Xu,Caiming Xiong,Wei Chen,Jason J. Corso

(2015)

Cited by166

Reinforcement Learning for Relation Classification From Noisy Data

Jun Feng,Minlie Huang,Li Zhao,Yang Yang,Xiaoyan Zhu

(2018)

Cited by165

Long Text Generation via Adversarial Training with Leaked Information

Jiaxian Guo,Sidi Lu,Han Cai,Weinan Zhang,Yong Yu,Jun Wang

(2018)

Cited by164

Volumetric ConvNets with Mixed Residual Connections for Automated Prostate Segmentation from 3D MR Images

Lequan Yu,Xin Yang,Hao Chen,Jing Qin,Pheng-Ann Heng

(2017)

Cited by162

Reading Scene Text in Deep Convolutional Sequences

Pan He,Weilin Huang,Yu Qiao 0001,Chen Change Loy,Xiaoou Tang

(2016)

Cited by162

PixelLink: Detecting Scene Text via Instance Segmentation

Dan Deng,Haifeng Liu,Xuelong Li,Deng Cai

(2018)

Cited by161

Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients

Andrew Slavin Ross,Finale Doshi-Velez

(2018)

Cited by160

Unsupervised Deep Learning for Optical Flow Estimation

Zhe Ren,Junchi Yan,Bingbing Ni,Bin Liu,Xiaokang Yang,Hongyuan Zha

(2017)

Cited by158

Affective Personalization of a Social Robot Tutor for Children's Second Language Skills

Goren Gordon,Samuel Spaulding,Jacqueline Kory Westlund,Jin Joo Lee,Luke Plummer, Marayna Martinez, Madhurima Das,Cynthia Breazeal

(2016)

Cited by156

Distant Supervision for Relation Extraction with Sentence-Level Attention and Entity Descriptions

Guoliang Ji,Kang Liu,Shizhu He,Jun Zhao

(2017)

Cited by155

Detecting Change Points in the Large-Scale Structure of Evolving Networks

Leto Peel,Aaron Clauset

(2015)

Cited by155

SenticNet 5: Discovering Conceptual Primitives for Sentiment Analysis by Means of Context Embeddings

Erik Cambria,Soujanya Poria, Devamanyu Hazarika,Kenneth Kwok

(2018)

Cited by154

Incentivizing Users for Balancing Bike Sharing Systems

Adish Singla,Marco Santoni,Gábor Bartók,Pratik Mukerji,Moritz Meenen,Andreas Krause

(2015)

Cited by152

Deep Gaussian Process for Crop Yield Prediction Based on Remote Sensing Data

Jiaxuan You, Xiaocheng Li, Melvin Low,David Lobell,Stefano Ermon

(2017)

Cited by152

Neural Machine Translation with Reconstruction

Zhaopeng Tu,Yang Liu,Lifeng Shang,Xiaohua Liu,Hang Li

(2017)

Cited by150

CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison

Jeremy Irvin,Pranav Rajpurkar, Michael Ko, Yifan Yu, Silviana Ciurea-Ilcus, Chris Chute, Henrik Marklund, Behzad Haghgoo,Robyn L. Ball,Katie Shpanskaya,Jayne Seekins, David A. Mong

(2019)

Cited by150

Robot Learning Manipulation Action Plans by "Watching" Unconstrained Videos from the World Wide Web

Yezhou Yang,Yi Li,Cornelia Fermüller,Yiannis Aloimonos

(2015)

Cited by147

A Multi-task Deep Network for Person Re-identification

Weihua Chen,Xiaotang Chen,Jianguo Zhang,Kaiqi Huang

(2017)

Cited by144

100

Unsupervised Feature Selection with Structured Graph Optimization

Feiping Nie, Wei Zhu,Xuelong Li

(2016)

Cited by144