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# Proceedings of the AAAI Conference on Artificial Intelligence 2021: all accepted papers

2,330 papers · page 3 of 24 · the most cited first · [← Proceedings of the AAAI Conference on Artificial Intelligence 2021](https://md.research.elamur.ai/free/en/venues/proceedings-of-the-aaai-conference-on-artificial-intelligence/2021/)

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201. **[Attention-based Multi-Level Fusion Network for Light Field Depth Estimation ↗](https://doi.org/10.1609/aaai.v35i2.16185)**Jiaxin Chen, Shuo Zhang, Youfang Lin*93 citations*
202. **[Conflict-Based Search For Optimal Multi-Agent Path Finding ↗](https://doi.org/10.1609/aaai.v26i1.8140)**Guni Sharon, Roni Stern, Ariel Felner et al.*93 citations*
203. **[Learning to Count via Unbalanced Optimal Transport ↗](https://doi.org/10.1609/aaai.v35i3.16332)**Zhiheng Ma, Xing Wei, Xiaopeng Hong et al.*93 citations*
204. **[YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design ↗](https://doi.org/10.1609/aaai.v35i2.16179)**Yuxuan Cai, Hongjia Li, Geng Yuan et al.*93 citations*
205. **[One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex Pipeline ↗](https://doi.org/10.1609/aaai.v35i14.17489)**Michele Bevilacqua, Rexhina Blloshmi, Roberto Navigli A*92 citations*
206. **[Ref-NMS: Breaking Proposal Bottlenecks in Two-Stage Referring Expression Grounding ↗](https://doi.org/10.1609/aaai.v35i2.16188)**Long Chen, Wenbo Ma, Jun Xiao et al.*92 citations*
207. **[Context-Guided BERT for Targeted Aspect-Based Sentiment Analysis ↗](https://doi.org/10.1609/aaai.v35i16.17659)**Zhengxuan Wu, Desmond C. Ong*91 citations*
208. **[DPM: A Novel Training Method for Physics-Informed Neural Networks in Extrapolation ↗](https://doi.org/10.1609/aaai.v35i9.16992)**Jung-Eun Kim, Kookjin Lee, Dong‐Eun Lee et al.*91 citations*
209. **[Matching on Sets: Conquer Occluded Person Re-identification Without Alignment ↗](https://doi.org/10.1609/aaai.v35i2.16260)**Mengxi Jia, Xinhua Cheng, Yunpeng Zhai et al.*91 citations*
210. **[PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection ↗](https://doi.org/10.1609/aaai.v35i4.16456)**Yanan Zhang, Di Huang, Yunhong Wang*91 citations*
211. **[Generating Natural Language Attacks in a Hard Label Black Box Setting ↗](https://doi.org/10.1609/aaai.v35i15.17595)**Rishabh Maheshwary, Saket Maheshwary, Vikram Pudi*90 citations*
212. **[Discovering New Intents with Deep Aligned Clustering ↗](https://doi.org/10.1609/aaai.v35i16.17689)**Hanlei Zhang, Hua Xu, Ting-En Lin et al.*89 citations*
213. **[Bridging Towers of Multi-task Learning with a Gating Mechanism for Aspect-based Sentiment Analysis and Sequential Metaphor Identification ↗](https://doi.org/10.1609/aaai.v35i15.17596)**Rui Mao, Xiao Li*88 citations*
214. **[DeepCOVID: An Operational Deep Learning-driven Framework for Explainable Real-time COVID-19 Forecasting ↗](https://doi.org/10.1609/aaai.v35i17.17808)**Alexander Rodríguez, Anika Tabassum, Jiaming Cui et al.*88 citations*
215. **[Encoder-Decoder Based Unified Semantic Role Labeling with Label-Aware Syntax ↗](https://doi.org/10.1609/aaai.v35i14.17514)**Hao Fei, Fei Li, Bobo Li et al.*88 citations*
216. **[Intrinsic Certified Robustness of Bagging against Data Poisoning Attacks ↗](https://doi.org/10.1609/aaai.v35i9.16971)**Jinyuan Jia, Xiaoyu Cao, Neil Zhenqiang Gong*88 citations*
217. **[On the Complexity of Consistent Query Answering in the Presence of Simple Ontologies ↗](https://doi.org/10.1609/aaai.v26i1.8218)**Meghyn Bienvenu*88 citations*
218. **[CardioGAN: Attentive Generative Adversarial Network with Dual Discriminators for Synthesis of ECG from PPG ↗](https://doi.org/10.1609/aaai.v35i1.16126)**Pritam Sarkar, Ali Etemad*87 citations*
219. **[PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network ↗](https://doi.org/10.1609/aaai.v35i4.16383)**Pengfei Wang, Chengquan Zhang, Fei Qi et al.*87 citations*
220. **[Time Series Domain Adaptation via Sparse Associative Structure Alignment ↗](https://doi.org/10.1609/aaai.v35i8.16846)**Ruichu Cai, Jiawei Chen, Zijian Li et al.*86 citations*
221. **[AttaNet: Attention-Augmented Network for Fast and Accurate Scene Parsing ↗](https://doi.org/10.1609/aaai.v35i3.16359)**Qi Song, Kangfu Mei, Rui Huang*84 citations*
222. **[Dual Compositional Learning in Interactive Image Retrieval ↗](https://doi.org/10.1609/aaai.v35i2.16271)**Jong-Seok Kim, Youngjae Yu, Hoeseong Kim et al.*84 citations*
223. **[Latent Independent Excitation for Generalizable Sensor-based Cross-Person Activity Recognition ↗](https://doi.org/10.1609/aaai.v35i13.17416)**Hangwei Qian, Sinno Jialin Pan, Chunyan Miao*84 citations*
224. **[Modeling Textual Cohesion for Event Extraction ↗](https://doi.org/10.1609/aaai.v26i1.8354)**Ruihong Huang, Ellen Riloff*84 citations*
225. **[Fooling Thermal Infrared Pedestrian Detectors in Real World Using Small Bulbs ↗](https://doi.org/10.1609/aaai.v35i4.16477)**Xiaopei Zhu, Xiao Li, Jianmin Li et al.*83 citations*
226. **[POMDPs Make Better Hackers: Accounting for Uncertainty in Penetration Testing ↗](https://doi.org/10.1609/aaai.v26i1.8363)**Carlos Sarraute, Olivier Buffet, Jörg Hoffmann*83 citations*
227. **[VisualMRC: Machine Reading Comprehension on Document Images ↗](https://doi.org/10.1609/aaai.v35i15.17635)**Ryota Tanaka, Kyosuke Nishida, Sen Yoshida*83 citations*
228. **[DAST: Unsupervised Domain Adaptation in Semantic Segmentation Based on Discriminator Attention and Self-Training ↗](https://doi.org/10.1609/aaai.v35i12.17285)**Fei Richard Yu, Mo Zhang, Hexin Dong et al.*82 citations*
229. **[Learning Behavior Models for Hybrid Timed Systems ↗](https://doi.org/10.1609/aaai.v26i1.8296)**Oliver Niggemann, Benno Stein, Asmir Vodenčarević et al.*82 citations*
230. **[Understanding Catastrophic Overfitting in Single-step Adversarial Training ↗](https://doi.org/10.1609/aaai.v35i9.16989)**Hoki Kim, Woojin Lee, Jaewook Lee*82 citations*
231. **[Deep Semantic Dictionary Learning for Multi-label Image Classification ↗](https://doi.org/10.1609/aaai.v35i4.16472)**Fengtao Zhou, Sheng Huang, Yun Xing*81 citations*
232. **[GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction ↗](https://doi.org/10.1609/aaai.v35i14.17478)**Wasi Uddin Ahmad, Nanyun Peng, Kai-Wei Chang*81 citations*
233. **[Hand-Model-Aware Sign Language Recognition ↗](https://doi.org/10.1609/aaai.v35i2.16247)**Hezhen Hu, Wengang Zhou, Houqiang Li*81 citations*
234. **[MANGO: A Mask Attention Guided One-Stage Scene Text Spotter ↗](https://doi.org/10.1609/aaai.v35i3.16348)**Qiao Liang, Ying Chen, Zhanzhan Cheng et al.*81 citations*
235. **[Uncertainty-Aware Multi-View Representation Learning ↗](https://doi.org/10.1609/aaai.v35i9.16924)**Yu Geng, Zongbo Han, Changqing Zhang et al.*81 citations*
236. **[Double-Bit Quantization for Hashing ↗](https://doi.org/10.1609/aaai.v26i1.8208)**Weihao Kong, Wu-Jun Li*80 citations*
237. **[Exploring the Duality in Conflict-Directed Model-Based Diagnosis ↗](https://doi.org/10.1609/aaai.v26i1.8231)**Roni Stern, Meir Kalech, Alexander Feldman et al.*80 citations*
238. **[Non-Autoregressive Coarse-to-Fine Video Captioning ↗](https://doi.org/10.1609/aaai.v35i4.16421)**Bang Yang, Yuexian Zou, Fenglin Liu et al.*80 citations*
239. **[Dual Adversarial Graph Neural Networks for Multi-label Cross-modal Retrieval ↗](https://doi.org/10.1609/aaai.v35i3.16345)**Shengsheng Qian, Dizhan Xue, Huaiwen Zhang et al.*79 citations*
240. **[Joint Color-irrelevant Consistency Learning and Identity-aware Modality Adaptation for Visible-infrared Cross Modality Person Re-identification ↗](https://doi.org/10.1609/aaai.v35i4.16466)**Zhiwei Zhao, Bin Liu, Qi Chu et al.*79 citations*
241. **[Self-supervised Multi-view Stereo via Effective Co-Segmentation and Data-Augmentation ↗](https://doi.org/10.1609/aaai.v35i4.16411)**Hongbin Xu, Zhipeng Zhou, Yu Qiao et al.*79 citations*
242. **[Temporal-Coded Deep Spiking Neural Network with Easy Training and Robust Performance ↗](https://doi.org/10.1609/aaai.v35i12.17329)**Shibo Zhou, Xiaohua Li, Ying Hao Chen et al.*79 citations*
243. **[Thinking Fast and Slow in AI ↗](https://doi.org/10.1609/aaai.v35i17.17765)**Grady Booch, Francesco Fabiano, Lior Horesh et al.*79 citations*
244. **[ACSNet: Action-Context Separation Network for Weakly Supervised Temporal Action Localization ↗](https://doi.org/10.1609/aaai.v35i3.16322)**Ziyi Liu, Le Wang, Qilin Zhang et al.*78 citations*
245. **[Algorithmic and Human Teaching of Sequential Decision Tasks ↗](https://doi.org/10.1609/aaai.v26i1.8333)**Maya Çakmak, Manuel C. Lopes*77 citations*
246. **[Fast Multi-view Discrete Clustering with Anchor Graphs ↗](https://doi.org/10.1609/aaai.v35i11.17128)**Qianyao Qiang, Bin Zhang, Fei Wang et al.*77 citations*
247. **[Graph Neural Network to Dilute Outliers for Refactoring Monolith Application ↗](https://doi.org/10.1609/aaai.v35i1.16079)**Utkarsh Desai, Sambaran Bandyopadhyay, Srikanth Tamilselvam*77 citations*
248. **[Hierarchical Reinforcement Learning for Integrated Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16580)**Ruobing Xie, Shaoliang Zhang, Rui Wang et al.*77 citations*
249. **[Human-Level Interpretable Learning for Aspect-Based Sentiment Analysis ↗](https://doi.org/10.1609/aaai.v35i16.17671)**Rohan Kumar Yadav, Lei Jiao, Ole‐Christoffer Granmo et al.*77 citations*
250. **[Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals ↗](https://doi.org/10.1609/aaai.v35i16.17651)**Zhao Wang, Aron Culotta*77 citations*
251. **[Towards Consumer Loan Fraud Detection: Graph Neural Networks with Role-Constrained Conditional Random Field ↗](https://doi.org/10.1609/aaai.v35i5.16582)**Bingbing Xu, Huawei Shen, Bingjie Sun et al.*77 citations*
252. **[AttnMove: History Enhanced Trajectory Recovery via Attentional Network ↗](https://doi.org/10.1609/aaai.v35i5.16577)**Tong Xia, Yunhan Qi, Jie Feng et al.*76 citations*
253. **[Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs ↗](https://doi.org/10.1609/aaai.v35i16.17650)**Yanlin Wang, Hui Li*76 citations*
254. **[GDPNet: Refining Latent Multi-View Graph for Relation Extraction ↗](https://doi.org/10.1609/aaai.v35i16.17670)**Fuzhao Xue, Aixin Sun, Hao Zhang et al.*76 citations*
255. **[Generalized Zero-Shot Learning via Disentangled Representation ↗](https://doi.org/10.1609/aaai.v35i3.16292)**Xiangyu Li, Zhe Xu, Kun Wei et al.*76 citations*
256. **[Modular Graph Transformer Networks for Multi-Label Image Classification ↗](https://doi.org/10.1609/aaai.v35i10.17098)**Hoang D. Nguyen, Xuan-Son Vu, Duc-Trong Le*76 citations*
257. **[Multiple Kernel Clustering with Kernel k-Means Coupled Graph Tensor Learning ↗](https://doi.org/10.1609/aaai.v35i11.17134)**Zhenwen Ren, Quansen Sun, Wei Dong*76 citations*
258. **[Investigating Contingency Awareness Using Atari 2600 Games ↗](https://doi.org/10.1609/aaai.v26i1.8321)**Marc G. Bellemare, Joel Veness, Michael Bowling*75 citations*
259. **[Sentic Activation: A Two-Level Affective Common Sense Reasoning Framework ↗](https://doi.org/10.1609/aaai.v26i1.8154)**Erik Cambria, Daniel J. Olsher, Kenneth Kwok*75 citations*
260. **[Stratified Rule-Aware Network for Abstract Visual Reasoning ↗](https://doi.org/10.1609/aaai.v35i2.16248)**Sheng Hu, Yuqing Ma, Xianglong Liu et al.*75 citations*
261. **[Uncertain Graph Neural Networks for Facial Action Unit Detection ↗](https://doi.org/10.1609/aaai.v35i7.16748)**Tengfei Song, Lisha Chen, Wenming Zheng et al.*75 citations*
262. **[Membership Privacy for Machine Learning Models Through Knowledge Transfer ↗](https://doi.org/10.1609/aaai.v35i11.17150)**Virat Shejwalkar, Amir Houmansadr*74 citations*
263. **[FracBits: Mixed Precision Quantization via Fractional Bit-Widths ↗](https://doi.org/10.1609/aaai.v35i12.17269)**Linjie Yang, Qing Jin*73 citations*
264. **[GAN Ensemble for Anomaly Detection ↗](https://doi.org/10.1609/aaai.v35i5.16530)**Han Xu, Xiaohui Chen, Liping Liu*73 citations*
265. **[Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks ↗](https://doi.org/10.1609/aaai.v35i5.16529)**Jindong Han, Hao Liu, Hengshu Zhu et al.*73 citations*
266. **[Relative and Absolute Location Embedding for Few-Shot Node Classification on Graph ↗](https://doi.org/10.1609/aaai.v35i5.16551)**Zemin Liu, Yuan Fang, Chenghao Liu et al.*73 citations*
267. **[SCRUPLES: A Corpus of Community Ethical Judgments on 32,000 Real-Life Anecdotes ↗](https://doi.org/10.1609/aaai.v35i15.17589)**Nicholas Lourie, Ronan Joseph Le Bras, Yejin Choi*73 citations*
268. **[Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution ↗](https://doi.org/10.1609/aaai.v35i4.16378)**Jia-Peng Wang, Chongyu Liu, Lianwen Jin et al.*73 citations*
269. **[A Convex Formulation for Learning from Crowds ↗](https://doi.org/10.1609/aaai.v26i1.8105)**Hiroshi Kajino, Yuta Tsuboi, Hisashi Kashima*72 citations*
270. **[Detecting Beneficial Feature Interactions for Recommender Systems ↗](https://doi.org/10.1609/aaai.v35i5.16561)**Yixin Su, Rui Zhang, Sarah Erfani et al.*72 citations*
271. **[Dynamic Matching via Weighted Myopia with Application to Kidney Exchange ↗](https://doi.org/10.1609/aaai.v26i1.8252)**John P. Dickerson, Ariel D. Procaccia, Tüomas Sandholm*72 citations*
272. **[Topic-Aware Multi-turn Dialogue Modeling ↗](https://doi.org/10.1609/aaai.v35i16.17668)**Yi Xu, Hai Zhao, Zhuosheng Zhang*72 citations*
273. **[Dynamic Knowledge Graph Alignment ↗](https://doi.org/10.1609/aaai.v35i5.16585)**Yuchen Yan, Lihui Liu, Yikun Ban et al.*71 citations*
274. **[LREN: Low-Rank Embedded Network for Sample-Free Hyperspectral Anomaly Detection ↗](https://doi.org/10.1609/aaai.v35i5.16536)**Kai Jiang, Weiying Xie, Jie Lei et al.*71 citations*
275. **[Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training ↗](https://doi.org/10.1609/aaai.v35i15.17627)**Peng Shi, Patrick Ng, Zhiguo Wang et al.*71 citations*
276. **[MVFNet: Multi-View Fusion Network for Efficient Video Recognition ↗](https://doi.org/10.1609/aaai.v35i4.16401)**Wenhao Wu, Dongliang He, Tianwei Lin et al.*71 citations*
277. **[OPQ: Compressing Deep Neural Networks with One-shot Pruning-Quantization ↗](https://doi.org/10.1609/aaai.v35i9.16950)**Peng Hu, Xi Peng, Hongyuan Zhu et al.*71 citations*
278. **[Teacher Perspectives on How To Train Your Robot: A Middle School AI and Ethics Curriculum ↗](https://doi.org/10.1609/aaai.v35i17.17847)**Randi Williams, Stephen P. Kaputsos, Cynthia Breazeal*71 citations*
279. **[An Efficient Simulation-Based Approach to Ambulance Fleet Allocation and Dynamic Redeployment ↗](https://doi.org/10.1609/aaai.v26i1.8176)**Yisong Yue, Lavanya Marla, Ramayya Krishnan*70 citations*
280. **[Automatically Generating Algebra Problems ↗](https://doi.org/10.1609/aaai.v26i1.8341)**Rohit Singh, Sumit Gulwani, Sriram K. Rajamani*70 citations*
281. **[Distribution Adaptive INT8 Quantization for Training CNNs ↗](https://doi.org/10.1609/aaai.v35i4.16462)**Kang Zhao, Sida Huang, Pan Pan et al.*70 citations*
282. **[Humor Knowledge Enriched Transformer for Understanding Multimodal Humor ↗](https://doi.org/10.1609/aaai.v35i14.17534)**Md Kamrul Hasan, Sangwu Lee, Wasifur Rahman et al.*70 citations*
283. **[Learning Visual Context for Group Activity Recognition ↗](https://doi.org/10.1609/aaai.v35i4.16437)**Hangjie Yuan, Dong Ni*70 citations*
284. **[Knowledge-driven Data Construction for Zero-shot Evaluation in Commonsense Question Answering ↗](https://doi.org/10.1609/aaai.v35i15.17593)**Kaixin Ma, Filip Ilievski, Jonathan Francis et al.*69 citations*
285. **[Markov Network Structure Learning: A Randomized Feature Generation Approach ↗](https://doi.org/10.1609/aaai.v26i1.8315)**Jan Van Haaren, Jesse J. Davis*69 citations*
286. **[Adversarial Training with Fast Gradient Projection Method against Synonym Substitution Based Text Attacks ↗](https://doi.org/10.1609/aaai.v35i16.17648)**Xiaosen Wang, Yichen Yang, Yihe Deng et al.*68 citations*
287. **[Automated Cross-prompt Scoring of Essay Traits ↗](https://doi.org/10.1609/aaai.v35i15.17620)**Robert Ridley, Liang He, Xinyu Dai et al.*68 citations*
288. **[Curriculum-Meta Learning for Order-Robust Continual Relation Extraction ↗](https://doi.org/10.1609/aaai.v35i12.17241)**Tongtong Wu, Xuekai Li, Yuan-Fang Li et al.*68 citations*
289. **[DialogBERT: Discourse-Aware Response Generation via Learning to Recover and Rank Utterances ↗](https://doi.org/10.1609/aaai.v35i14.17527)**Xiaodong Gu, Kang Min Yoo, Jung-Woo Ha*68 citations*
290. **[Federated Multi-Armed Bandits ↗](https://doi.org/10.1609/aaai.v35i11.17156)**Chengshuai Shi, Cong Shen*68 citations*
291. **[Initiative Defense against Facial Manipulation ↗](https://doi.org/10.1609/aaai.v35i2.16254)**Qidong Huang, Jie Zhang, Wenbo Zhou et al.*68 citations*
292. **[Precise Yet Efficient Semantic Calibration and Refinement in ConvNets for Real-time Polyp Segmentation from Colonoscopy Videos ↗](https://doi.org/10.1609/aaai.v35i4.16398)**Huisi Wu, Jiafu Zhong, Wei Wang et al.*68 citations*
293. **[Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting ↗](https://doi.org/10.1609/aaai.v35i10.17101)**Nam H. Nguyen, Brian Quanz*68 citations*
294. **[Traffic Flow Prediction with Vehicle Trajectories ↗](https://doi.org/10.1609/aaai.v35i1.16104)**Mingqian Li, Panrong Tong, Mo Li et al.*68 citations*
295. **[Treatment Effect Estimation with Disentangled Latent Factors ↗](https://doi.org/10.1609/aaai.v35i12.17304)**Weijia Zhang, Lin Liu, Jiuyong Li*68 citations*
296. **[Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem ↗](https://doi.org/10.1609/aaai.v35i14.17476)**Jiongzhi Zheng, Kun He, Jianrong Zhou et al.*67 citations*
297. **[Fair Influence Maximization: a Welfare Optimization Approach ↗](https://doi.org/10.1609/aaai.v35i13.17383)**Aida Rahmattalabi, Shahin Jabbari, Himabindu Lakkaraju et al.*67 citations*
298. **[Learning to Purify Noisy Labels via Meta Soft Label Corrector ↗](https://doi.org/10.1609/aaai.v35i12.17244)**Yichen Wu, Jun Shu, Qi Xie et al.*67 citations*
299. **[MOMDPs: A Solution for Modelling Adaptive Management Problems ↗](https://doi.org/10.1609/aaai.v26i1.8171)**Iadine Chadès, Josie Carwardine, Tara G. Martin et al.*67 citations*
300. **[Multimodal Fusion via Teacher-Student Network for Indoor Action Recognition ↗](https://doi.org/10.1609/aaai.v35i4.16430)**Bruce X. B. Yu, Yan Liu, Keith C. C. Chan*67 citations*

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