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

2,330 papers · page 2 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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101. **[Online 3D Bin Packing with Constrained Deep Reinforcement Learning ↗](https://doi.org/10.1609/aaai.v35i1.16155)**Hang Zhao, Qijin She, Chenyang Zhu et al.*147 citations*
102. **[Query Rewriting for Horn-SHIQ Plus Rules ↗](https://doi.org/10.1609/aaai.v26i1.8219)**Thomas Eiter, Magdalena Ortiz, Mantas Šimkus et al.*146 citations*
103. **[Identity-aware Graph Neural Networks ↗](https://doi.org/10.1609/aaai.v35i12.17283)**Jiaxuan You, Jonathan M. Gomes-Selman, Rex Ying et al.*145 citations*
104. **[Noninvasive Self-attention for Side Information Fusion in Sequential Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16549)**Chang Liu, Xiaoguang Li, Guohao Cai et al.*145 citations*
105. **[Rain Streak Removal via Dual Graph Convolutional Network ↗](https://doi.org/10.1609/aaai.v35i2.16224)**Xueyang Fu, Qi Qi, Zheng-Jun Zha et al.*144 citations*
106. **[Stock Selection via Spatiotemporal Hypergraph Attention Network: A Learning to Rank Approach ↗](https://doi.org/10.1609/aaai.v35i1.16127)**Ramit Sawhney, Shivam Agarwal, Arnav Wadhwa et al.*144 citations*
107. **[A Robust Bayesian Truth Serum for Small Populations ↗](https://doi.org/10.1609/aaai.v26i1.8261)**Jens Witkowski, David Parkes*143 citations*
108. **[Plug-and-Play Domain Adaptation for Cross-Subject EEG-based Emotion Recognition ↗](https://doi.org/10.1609/aaai.v35i1.16169)**Li-Ming Zhao, Xu Yan, Bao‐Liang Lu*142 citations*
109. **[Visual Pivoting for (Unsupervised) Entity Alignment ↗](https://doi.org/10.1609/aaai.v35i5.16550)**Fangyu Liu, Muhao Chen, Dan Roth et al.*140 citations*
110. **[Contrastive Self-supervised Learning for Graph Classification ↗](https://doi.org/10.1609/aaai.v35i12.17293)**Jiaqi Zeng, Pengtao Xie*139 citations*
111. **[Preventing Repeated Real World AI Failures by Cataloging Incidents: The AI Incident Database ↗](https://doi.org/10.1609/aaai.v35i17.17817)**Sean McGregor*139 citations*
112. **[DenserNet: Weakly Supervised Visual Localization Using Multi-Scale Feature Aggregation ↗](https://doi.org/10.1609/aaai.v35i7.16760)**Dongfang Liu, Yiming Cui, Liqi Yan et al.*138 citations*
113. **[Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network ↗](https://doi.org/10.1609/aaai.v35i4.16475)**Jinchao Zhu, Xiaoyu Zhang, Shuo Zhang et al.*137 citations*
114. **[MiniSeg: An Extremely Minimum Network for Efficient COVID-19 Segmentation ↗](https://doi.org/10.1609/aaai.v35i6.16617)**Yu Qiu, Yun Liu, Shijie Li et al.*136 citations*
115. **[Contrastive Triple Extraction with Generative Transformer ↗](https://doi.org/10.1609/aaai.v35i16.17677)**Hongbin Ye, Ningyu Zhang, Shumin Deng et al.*135 citations*
116. **[DeepTrader: A Deep Reinforcement Learning Approach for Risk-Return Balanced Portfolio Management with Market Conditions Embedding ↗](https://doi.org/10.1609/aaai.v35i1.16144)**Zhicheng Wang, Biwei Huang, Shikui Tu et al.*135 citations*
117. **[Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay ↗](https://doi.org/10.1609/aaai.v35i5.16602)**Fan Zhou, Chengtai Cao*135 citations*
118. **[Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation ↗](https://doi.org/10.1609/aaai.v35i3.16294)**Xueyi Li, Tianfei Zhou, Jianwu Li et al.*133 citations*
119. **[Provably Secure Federated Learning against Malicious Clients ↗](https://doi.org/10.1609/aaai.v35i8.16849)**Xiaoyu Cao, Jinyuan Jia, Neil Zhenqiang Gong*132 citations*
120. **[Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud ↗](https://doi.org/10.1609/aaai.v35i4.16414)**Mutian Xu, Junhao Zhang, Zhipeng Zhou et al.*131 citations*
121. **[Peer Collaborative Learning for Online Knowledge Distillation ↗](https://doi.org/10.1609/aaai.v35i12.17234)**Guile Wu, Shaogang Gong*131 citations*
122. **[Predicting Disease Transmission from Geo-Tagged Micro-Blog Data ↗](https://doi.org/10.1609/aaai.v26i1.8103)**Adam Sadilek, Henry Kautz, Vincent Silenzio*131 citations*
123. **[Deep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification ↗](https://doi.org/10.1609/aaai.v35i2.16201)**Siyuan Cheng, Yingqi Liu, Shiqing Ma et al.*130 citations*
124. **[Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge Graphs ↗](https://doi.org/10.1609/aaai.v35i7.16779)**Jiajun Chen, Huarui He, Feng Wu et al.*130 citations*
125. **[Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization ↗](https://doi.org/10.1609/aaai.v35i5.16484)**Quentin Cappart, Thierry Moisan, Louis-Martin Rousseau et al.*129 citations*
126. **[GLISTER: Generalization based Data Subset Selection for Efficient and Robust Learning ↗](https://doi.org/10.1609/aaai.v35i9.16988)**Krishnateja Killamsetty, Durga Sivasubramanian, Ganesh Ramakrishnan et al.*129 citations*
127. **[Bag of Tricks for Long-Tailed Visual Recognition with Deep Convolutional Neural Networks ↗](https://doi.org/10.1609/aaai.v35i4.16458)**Yongshun Zhang, Xiu-Shen Wei, Boyan Zhou et al.*128 citations*
128. **[Teaching Tech to Talk: K-12 Conversational Artificial Intelligence Literacy Curriculum and Development Tools ↗](https://doi.org/10.1609/aaai.v35i17.17844)**Jessica Van Brummelen, Tommy Heng, Viktoriya Tabunshchyk*128 citations*
129. **[Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances ↗](https://doi.org/10.1609/aaai.v35i8.16916)**Zhang-Hua Fu, Kai-Bin Qiu, Hongyuan Zha*127 citations*
130. **[Localization in the Crowd with Topological Constraints ↗](https://doi.org/10.1609/aaai.v35i2.16170)**Shahira Abousamra, Minh Hoai, Dimitris Samaras et al.*127 citations*
131. **[Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems ↗](https://doi.org/10.1609/aaai.v35i13.17430)**Liang Xin, Wen Wu Song, Zhiguang Cao et al.*127 citations*
132. **[KAN: Knowledge-aware Attention Network for Fake News Detection ↗](https://doi.org/10.1609/aaai.v35i1.16080)**Yaqian Dun, Kefei Tu, Chen Chen et al.*126 citations*
133. **[Reinforced Multi-Teacher Selection for Knowledge Distillation ↗](https://doi.org/10.1609/aaai.v35i16.17680)**Fei Yuan, Linjun Shou, Jian Pei et al.*126 citations*
134. **[Bi-Classifier Determinacy Maximization for Unsupervised Domain Adaptation ↗](https://doi.org/10.1609/aaai.v35i10.17027)**Shuang Li, Fangrui Lv, Binhui Xie et al.*125 citations*
135. **[FedRec++: Lossless Federated Recommendation with Explicit Feedback ↗](https://doi.org/10.1609/aaai.v35i5.16546)**Feng Liang, Weike Pan, Zhong Ming*124 citations*
136. **[DEAR: Deep Reinforcement Learning for Online Advertising Impression in Recommender Systems ↗](https://doi.org/10.1609/aaai.v35i1.16156)**Xiangyu Zhao, Changsheng Gu, Haoshenglun Zhang et al.*123 citations*
137. **[Generalizable Representation Learning for Mixture Domain Face Anti-Spoofing ↗](https://doi.org/10.1609/aaai.v35i2.16199)**Zhihong Chen, Taiping Yao, Kekai Sheng et al.*123 citations*
138. **[Occupancy Grid Models for Robot Mapping in Changing Environments ↗](https://doi.org/10.1609/aaai.v26i1.8377)**Daniel Meyer-Delius, Maximilian Beinhofer, Wolfram Burgard*123 citations*
139. **[Overcoming Catastrophic Forgetting in Graph Neural Networks ↗](https://doi.org/10.1609/aaai.v35i10.17049)**Huihui Liu, Yiding Yang, Xinchao Wang*123 citations*
140. **[TabNet: Attentive Interpretable Tabular Learning ↗](https://doi.org/10.1609/aaai.v35i8.16826)**Sercan Ö. Arık, Tomas Pfister*123 citations*
141. **[CrossNER: Evaluating Cross-Domain Named Entity Recognition ↗](https://doi.org/10.1609/aaai.v35i15.17587)**Zihan Liu, Yan Xu, Tiezheng Yu et al.*122 citations*
142. **[UBAR: Towards Fully End-to-End Task-Oriented Dialog System with GPT-2 ↗](https://doi.org/10.1609/aaai.v35i16.17674)**Yunyi Yang, Yunhao Li, Xiaojun Quan*122 citations*
143. **[Is the Most Accurate AI the Best Teammate? Optimizing AI for Teamwork ↗](https://doi.org/10.1609/aaai.v35i13.17359)**Gagan Bansal, Besmira Nushi, Ece Semiha Kamar et al.*121 citations*
144. **[Text-Guided Graph Neural Networks for Referring 3D Instance Segmentation ↗](https://doi.org/10.1609/aaai.v35i2.16253)**Pin-Hao Huang, Han-Hung Lee, Hwann-Tzong Chen et al.*121 citations*
145. **[Choosing Linguistics over Vision to Describe Images ↗](https://doi.org/10.1609/aaai.v26i1.8205)**Ankush Gupta, Yashaswi Verma, C. V. Jawahar*120 citations*
146. **[Improved Consistency Regularization for GANs ↗](https://doi.org/10.1609/aaai.v35i12.17317)**Zhengli Zhao, Sameer Kumar Singh, Honglak Lee et al.*120 citations*
147. **[Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction ↗](https://doi.org/10.1609/aaai.v35i5.16548)**Yan Dan Lin, Huaiyu Wan, Shengnan Guo et al.*120 citations*
148. **[Why and What to Teach: AI Curriculum for Elementary School ↗](https://doi.org/10.1609/aaai.v35i17.17833)**Seonghun Kim, Yeonju Jang, Woojin Kim et al.*120 citations*
149. **[Generating Chinese Classical Poems with Statistical Machine Translation Models ↗](https://doi.org/10.1609/aaai.v26i1.8344)**Jing He, Ming Qiu Zhou, Long Jiang*119 citations*
150. **[Proposal-Free Video Grounding with Contextual Pyramid Network ↗](https://doi.org/10.1609/aaai.v35i3.16285)**Kun Li, Dan Guo, Meng Wang*119 citations*
151. **[FCFR-Net: Feature Fusion based Coarse-to-Fine Residual Learning for Depth Completion ↗](https://doi.org/10.1609/aaai.v35i3.16311)**Lina Liu, Xibin Song, Xiaoyang Lyu et al.*118 citations*
152. **[GraphMix: Improved Training of GNNs for Semi-Supervised Learning ↗](https://doi.org/10.1609/aaai.v35i11.17203)**Vikas Verma, Meng Qu, Kenji Kawaguchi et al.*118 citations*
153. **[Document Summarization Based on Data Reconstruction ↗](https://doi.org/10.1609/aaai.v26i1.8202)**Zhanying He, Chun Chen, Jiajun Bu et al.*117 citations*
154. **[Dual Sparse Attention Network For Session-based Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16593)**Jiahao Yuan, Zihan Song, Mingyou Sun et al.*117 citations*
155. **[EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining ↗](https://doi.org/10.1609/aaai.v35i2.16239)**Qing Guo, Jingyang Sun, Felix Juefei-Xu et al.*117 citations*
156. **[ALP-KD: Attention-Based Layer Projection for Knowledge Distillation ↗](https://doi.org/10.1609/aaai.v35i15.17610)**Peyman Passban, Yimeng Wu, Mehdi Rezagholizadeh et al.*116 citations*
157. **[Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation ↗](https://doi.org/10.1609/aaai.v35i2.16269)**Beomyoung Kim, SangEun Han, Junmo Kim*116 citations*
158. **[Learning to Pre-train Graph Neural Networks ↗](https://doi.org/10.1609/aaai.v35i5.16552)**Yuanfu Lu, Xunqiang Jiang, Yuan Fang et al.*116 citations*
159. **[BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation ↗](https://doi.org/10.1609/aaai.v35i3.16363)**Haisheng Su, Weihao Gan, Wei Wu et al.*115 citations*
160. **[Beyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise ↗](https://doi.org/10.1609/aaai.v35i13.17363)**Pengfei Chen, Junjie Ye, Guangyong Chen et al.*113 citations*
161. **[IDOL: Inertial Deep Orientation-Estimation and Localization ↗](https://doi.org/10.1609/aaai.v35i7.16763)**Scott Sun, Dennis Melamed, Kris Kitani*113 citations*
162. **[SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data ↗](https://doi.org/10.1609/aaai.v35i2.16255)**Shaoli Huang, Xinchao Wang, Dacheng Tao*113 citations*
163. **[Weakly Supervised Semantic Segmentation for Large-Scale Point Cloud ↗](https://doi.org/10.1609/aaai.v35i4.16455)**Yachao Zhang, Zonghao Chris Li, Yuan Xie et al.*113 citations*
164. **[Sequential End-to-end Network for Efficient Person Search ↗](https://doi.org/10.1609/aaai.v35i3.16297)**Zhengjia Li, Duoqian Miao*112 citations*
165. **[Temporal ROI Align for Video Object Recognition ↗](https://doi.org/10.1609/aaai.v35i2.16234)**Tao Gong, Kai Chen, Xinjiang Wang et al.*112 citations*
166. **[Document-Level Relation Extraction with Reconstruction ↗](https://doi.org/10.1609/aaai.v35i16.17667)**Xu Wang, Kehai Chen, Tiejun Zhao*108 citations*
167. **[Improving Sample Efficiency in Model-Free Reinforcement Learning from Images ↗](https://doi.org/10.1609/aaai.v35i12.17276)**Denis Yarats, Amy Zhang, Ilya Kostrikov et al.*108 citations*
168. **[Few-shot Font Generation with Localized Style Representations and Factorization ↗](https://doi.org/10.1609/aaai.v35i3.16340)**Song Park, Sanghyuk Chun, Junbum Cha et al.*107 citations*
169. **[U-BERT: Pre-training User Representations for Improved Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16557)**Zhaopeng Qiu, Xian Wei Wu, Jingyue Gao et al.*106 citations*
170. **[Modeling the Momentum Spillover Effect for Stock Prediction via Attribute-Driven Graph Attention Networks ↗](https://doi.org/10.1609/aaai.v35i1.16077)**Rui Cheng, Qing Li*105 citations*
171. **[SCNet: Training Inference Sample Consistency for Instance Segmentation ↗](https://doi.org/10.1609/aaai.v35i3.16374)**Thang Vu, Haeyong Kang, Chang D. Yoo*104 citations*
172. **[SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning ↗](https://doi.org/10.1609/aaai.v35i12.17274)**Ting Yao, Yiheng Zhang, Zhaofan Qiu et al.*104 citations*
173. **[Self-Domain Adaptation for Face Anti-Spoofing ↗](https://doi.org/10.1609/aaai.v35i4.16379)**Jingjing Wang, Jingyi Zhang, Ying Bian et al.*104 citations*
174. **[Does Explainable Artificial Intelligence Improve Human Decision-Making? ↗](https://doi.org/10.1609/aaai.v35i8.16819)**Yasmeen Alufaisan, Laura Ranee Marusich, Jonathan Z. Bakdash et al.*103 citations*
175. **[RSPNet: Relative Speed Perception for Unsupervised Video Representation Learning ↗](https://doi.org/10.1609/aaai.v35i2.16189)**Peihao Chen, Deng Yuan Huang, Dongliang He et al.*103 citations*
176. **[Communicative Message Passing for Inductive Relation Reasoning ↗](https://doi.org/10.1609/aaai.v35i5.16554)**Sijie Mai, Shuangjia Zheng, Yuedong Yang et al.*102 citations*
177. **[LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification ↗](https://doi.org/10.1609/aaai.v35i9.16974)**Ting Jiang, Deqing Wang, Leilei Sun et al.*102 citations*
178. **[FLAME: Differentially Private Federated Learning in the Shuffle Model ↗](https://doi.org/10.1609/aaai.v35i10.17053)**Ruixuan Liu, Yang Cao, Hong Chen et al.*101 citations*
179. **[GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting ↗](https://doi.org/10.1609/aaai.v35i5.16566)**Beibei Wang, Youfang Lin, Shengnan Guo et al.*101 citations*
180. **[Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16534)**Chao Huang, Jiahui Chen, Lianghao Xia et al.*101 citations*
181. **[Physics-Informed Deep Learning for Traffic State Estimation: A Hybrid Paradigm Informed By Second-Order Traffic Models ↗](https://doi.org/10.1609/aaai.v35i1.16132)**Rongye Shi, Zhaobin Mo, Xuan Sharon Di*101 citations*
182. **[WCSAC: Worst-Case Soft Actor Critic for Safety-Constrained Reinforcement Learning ↗](https://doi.org/10.1609/aaai.v35i12.17272)**Qisong Yang, Thiago D. Simão, Simon H. Tindemans et al.*101 citations*
183. **[FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting ↗](https://doi.org/10.1609/aaai.v35i10.17114)**Boris N. Oreshkin, Arezou Amini, Lucy Coyle et al.*100 citations*
184. **[SSPC-Net: Semi-supervised Semantic 3D Point Cloud Segmentation Network ↗](https://doi.org/10.1609/aaai.v35i2.16200)**Mingmei Cheng, Le Hui, Jin Xie et al.*100 citations*
185. **[Sample Efficient Reinforcement Learning with REINFORCE ↗](https://doi.org/10.1609/aaai.v35i12.17300)**Junzi Zhang, Jongho Kim, Brendan O’Donoghue et al.*100 citations*
186. **[Deep Unsupervised Image Hashing by Maximizing Bit Entropy ↗](https://doi.org/10.1609/aaai.v35i3.16296)**Yunqiang Li, Jan C. van Gemert*99 citations*
187. **[Far Out: Predicting Long-Term Human Mobility ↗](https://doi.org/10.1609/aaai.v26i1.8212)**Adam Sadilek, John C. Krumm*99 citations*
188. **[Relation-Aware Neighborhood Matching Model for Entity Alignment ↗](https://doi.org/10.1609/aaai.v35i5.16606)**Yao Zhu, Hongzhi Liu, Zhonghai Wu et al.*99 citations*
189. **[Tempered Sigmoid Activations for Deep Learning with Differential Privacy ↗](https://doi.org/10.1609/aaai.v35i10.17123)**Nicolas Papernot, Abhradeep Thakurta, Shuang Song et al.*99 citations*
190. **[Coordinated Multi-Robot Exploration Under Communication Constraints Using Decentralized Markov Decision Processes ↗](https://doi.org/10.1609/aaai.v26i1.8380)**Laëtitia Matignon, Laurent Jeanpierre, Abdel‐Illah Mouaddib*98 citations*
191. **[SDGNN: Learning Node Representation for Signed Directed Networks ↗](https://doi.org/10.1609/aaai.v35i1.16093)**Junjie Huang, Huawei Shen, Liang Hou et al.*98 citations*
192. **[Deep Open Intent Classification with Adaptive Decision Boundary ↗](https://doi.org/10.1609/aaai.v35i16.17690)**Hanlei Zhang, Hua Xu, Ting-En Lin*97 citations*
193. **[On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning ↗](https://doi.org/10.1609/aaai.v35i13.17377)**Eoin M. Kenny, Mark T. Keane*97 citations*
194. **[Transfer Learning in Collaborative Filtering with Uncertain Ratings ↗](https://doi.org/10.1609/aaai.v26i1.8197)**Weike Pan, Evan Wei Xiang, Qiang Yang*97 citations*
195. **[Discovering Spammers in Social Networks ↗](https://doi.org/10.1609/aaai.v26i1.8116)**Yin Feng Zhu, Xiao Wang, Erheng Zhong et al.*96 citations*
196. **[ET-LDA: Joint Topic Modeling for Aligning Events and their Twitter Feedback ↗](https://doi.org/10.1609/aaai.v26i1.8106)**Yuheng Hu, Ajita John, Fei Wang et al.*96 citations*
197. **[Value-Decomposition Multi-Agent Actor-Critics ↗](https://doi.org/10.1609/aaai.v35i13.17353)**Jianyu Su, Stephen Adams, Peter A. Beling*96 citations*
198. **[ePointDA: An End-to-End Simulation-to-Real Domain Adaptation Framework for LiDAR Point Cloud Segmentation ↗](https://doi.org/10.1609/aaai.v35i4.16464)**Sicheng Zhao, Yezhen Wang, Bo Li et al.*96 citations*
199. **[Multi-View Information-Bottleneck Representation Learning ↗](https://doi.org/10.1609/aaai.v35i11.17210)**Zhibin Wan, Changqing Zhang, Pengfei Zhu et al.*95 citations*
200. **[Interactive Speech and Noise Modeling for Speech Enhancement ↗](https://doi.org/10.1609/aaai.v35i16.17710)**Chengyu Zheng, Xiulian Peng, Yuan Zhang et al.*94 citations*

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