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

2,330 papers · page 5 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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401. **[Multi-modal Multi-label Emotion Recognition with Heterogeneous Hierarchical Message Passing ↗](https://doi.org/10.1609/aaai.v35i16.17686)**Dong Zhang, Xincheng Ju, Wei Zhang et al.*51 citations*
402. **[Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning ↗](https://doi.org/10.1609/aaai.v35i12.17291)**Syed Zawad, Ahsan Zil E. Ali, Pin‐Yu Chen et al.*50 citations*
403. **[Design and Optimization of an Omnidirectional Humanoid Walk: A Winning Approach at the RoboCup 2011 3D Simulation Competition ↗](https://doi.org/10.1609/aaai.v26i1.8317)**Patrick MacAlpine, Samuel Barrett, Daniel Urieli et al.*50 citations*
404. **[Learning by Fixing: Solving Math Word Problems with Weak Supervision ↗](https://doi.org/10.1609/aaai.v35i6.16629)**Yining Hong, Qing Li, Daniel Ciao et al.*50 citations*
405. **[MIMOSA: Multi-constraint Molecule Sampling for Molecule Optimization ↗](https://doi.org/10.1609/aaai.v35i1.16085)**Tianfan Fu, Cao Xiao, Xinhao Li et al.*50 citations*
406. **[Progressive Network Grafting for Few-Shot Knowledge Distillation ↗](https://doi.org/10.1609/aaai.v35i3.16356)**Chengchao Shen, Xinchao Wang, Youtan Yin et al.*50 citations*
407. **[Topic-Oriented Spoken Dialogue Summarization for Customer Service with Saliency-Aware Topic Modeling ↗](https://doi.org/10.1609/aaai.v35i16.17723)**Yicheng Zou, Lujun Zhao, Yangyang Kang et al.*50 citations*
408. **[Towards Discovering What Patterns Trigger What Labels ↗](https://doi.org/10.1609/aaai.v26i1.8285)**Yufeng Li, Ju-Hua Hu, Yuang Jiang et al.*50 citations*
409. **[BERT & Family Eat Word Salad: Experiments with Text Understanding ↗](https://doi.org/10.1609/aaai.v35i14.17531)**Ashim Gupta, Giorgi Kvernadze, Vivek Srikumar*49 citations*
410. **[Deep Multi-Task Learning for Diabetic Retinopathy Grading in Fundus Images ↗](https://doi.org/10.1609/aaai.v35i4.16388)**Xiaofei Wang, Mai Xu, Jicong Zhang et al.*49 citations*
411. **[Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging ↗](https://doi.org/10.1609/aaai.v35i3.16366)**He Sun, Katherine L. Bouman*49 citations*
412. **[IB-GAN: Disentangled Representation Learning with Information Bottleneck Generative Adversarial Networks ↗](https://doi.org/10.1609/aaai.v35i9.16967)**Insu Jeon, Wonkwang Lee, Myeongjang Pyeon et al.*49 citations*
413. **[MUFASA: Multimodal Fusion Architecture Search for Electronic Health Records ↗](https://doi.org/10.1609/aaai.v35i12.17260)**Zhen Xu, David R. So, Andrew M. Dai*49 citations*
414. **[SSD-GAN: Measuring the Realness in the Spatial and Spectral Domains ↗](https://doi.org/10.1609/aaai.v35i2.16196)**Yuanqi Chen, Ge Li, Cece Jin et al.*49 citations*
415. **[Scheduled Sampling in Vision-Language Pretraining with Decoupled Encoder-Decoder Network ↗](https://doi.org/10.1609/aaai.v35i10.17034)**Yehao Li, Yingwei Pan, Ting Yao et al.*49 citations*
416. **[Split then Refine: Stacked Attention-guided ResUNets for Blind Single Image Visible Watermark Removal ↗](https://doi.org/10.1609/aaai.v35i2.16205)**Xiaodong Cun, Chi‐Man Pun*49 citations*
417. **[Temporal Relational Modeling with Self-Supervision for Action Segmentation ↗](https://doi.org/10.1609/aaai.v35i4.16377)**Dong Wang, Di Hu, Xingjian Li et al.*49 citations*
418. **[Training Spiking Neural Networks with Accumulated Spiking Flow ↗](https://doi.org/10.1609/aaai.v35i12.17236)**Hao Wu, Yueyi Zhang, Wenming Weng et al.*49 citations*
419. **[A Tractable First-Order Probabilistic Logic ↗](https://doi.org/10.1609/aaai.v26i1.8398)**Pedro Domingos, William Webb*48 citations*
420. **[Action Selection for MDPs: Anytime AO* Versus UCT ↗](https://doi.org/10.1609/aaai.v26i1.8369)**Blai Bonet, Héctor Geffner*48 citations*
421. **[Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-to-Text Transformation ↗](https://doi.org/10.1609/aaai.v35i14.17490)**Ning Bian, Xianpei Han, Bo Chen et al.*48 citations*
422. **[Classification by Attention: Scene Graph Classification with Prior Knowledge ↗](https://doi.org/10.1609/aaai.v35i6.16636)**Sahand Sharifzadeh, Sina Moayed Baharlou, Volker Tresp*48 citations*
423. **[Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person Search ↗](https://doi.org/10.1609/aaai.v35i2.16241)**Chuchu Han, Zhedong Zheng, Changxin Gao et al.*48 citations*
424. **[GRASP: Generic Framework for Health Status Representation Learning Based on Incorporating Knowledge from Similar Patients ↗](https://doi.org/10.1609/aaai.v35i1.16152)**Chaohe Zhang, Xin Gao, Liantao Ma et al.*48 citations*
425. **[GaussianPath:A Bayesian Multi-Hop Reasoning Framework for Knowledge Graph Reasoning ↗](https://doi.org/10.1609/aaai.v35i5.16565)**Guojia Wan, Bo Du*48 citations*
426. **[Last-Mile Restoration for Multiple Interdependent Infrastructures ↗](https://doi.org/10.1609/aaai.v26i1.8134)**Carleton Coffrin, Pascal Van Hentenryck, Russell W. Bent*48 citations*
427. **[Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues ↗](https://doi.org/10.1609/aaai.v35i16.17666)**Ruijian Xu, Chongyang Tao, Daxin Jiang et al.*48 citations*
428. **[Rethinking Graph Regularization for Graph Neural Networks ↗](https://doi.org/10.1609/aaai.v35i5.16586)**Han Yang, Kaili Ma, James Sheung-Chak Cheng*48 citations*
429. **[Unsupervised 3D Learning for Shape Analysis via Multiresolution Instance Discrimination ↗](https://doi.org/10.1609/aaai.v35i4.16382)**Peng‐Shuai Wang, Yu-Qi Yang, Qian-Fang Zou et al.*48 citations*
430. **[BabelRelate! A Joint Multilingual Approach to Computing Semantic Relatedness ↗](https://doi.org/10.1609/aaai.v26i1.8119)**Roberto Navigli A, Simone Paolo Ponzetto*47 citations*
431. **[Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation ↗](https://doi.org/10.1609/aaai.v35i3.16275)**Soopil Kim, Sion An, Philip Chikontwe et al.*47 citations*
432. **[Consecutive Decoding for Speech-to-text Translation ↗](https://doi.org/10.1609/aaai.v35i14.17508)**Qianqian Dong, Mingxuan Wang, Hao Zhou et al.*47 citations*
433. **[Enhancing Scientific Papers Summarization with Citation Graph ↗](https://doi.org/10.1609/aaai.v35i14.17482)**Chenxin An, Ming Zhong, Yiran Chen et al.*47 citations*
434. **[From Label Smoothing to Label Relaxation ↗](https://doi.org/10.1609/aaai.v35i10.17041)**Julian Lienen, Eyke Hüllermeier*47 citations*
435. **[Generalising without Forgetting for Lifelong Person Re-Identification ↗](https://doi.org/10.1609/aaai.v35i4.16395)**Guile Wu, Shaogang Gong*47 citations*
436. **[Graph-to-Graph: Towards Accurate and Interpretable Online Handwritten Mathematical Expression Recognition ↗](https://doi.org/10.1609/aaai.v35i4.16399)**Jin-Wen Wu, Fei Yin, Yanming Zhang et al.*47 citations*
437. **[Image-to-Image Retrieval by Learning Similarity between Scene Graphs ↗](https://doi.org/10.1609/aaai.v35i12.17281)**Sangwoong Yoon, Woo Young Kang, Sungwook Jeon et al.*47 citations*
438. **[Modeling Context Aware Dynamic Trust Using Hidden Markov Model ↗](https://doi.org/10.1609/aaai.v26i1.8395)**Xin Liu, Anwitaman Datta*47 citations*
439. **[On Maxsum Fair Cake Divisions ↗](https://doi.org/10.1609/aaai.v26i1.8237)**Steven J. Brams, Michal Feldman, John K. Lai et al.*47 citations*
440. **[Scheduling of Time-Varying Workloads Using Reinforcement Learning ↗](https://doi.org/10.1609/aaai.v35i10.17088)**Shanka Subhra Mondal, Nikhil Sheoran, Subrata Mitra*47 citations*
441. **[Sensing the Air We Breathe — The OpenSense Zurich Dataset ↗](https://doi.org/10.1609/aaai.v26i1.8163)**Jason Jingshi Li, Boi V. Faltings, Olga Saukh et al.*47 citations*
442. **[Toward Understanding the Influence of Individual Clients in Federated Learning ↗](https://doi.org/10.1609/aaai.v35i12.17263)**Yihao Xue, Chaoyue Niu, Zhenzhe Zheng et al.*47 citations*
443. **[Type-augmented Relation Prediction in Knowledge Graphs ↗](https://doi.org/10.1609/aaai.v35i8.16879)**Zijun Cui, Pavan Kapanipathi, Kartik Talamadupula et al.*47 citations*
444. **[UWSpeech: Speech to Speech Translation for Unwritten Languages ↗](https://doi.org/10.1609/aaai.v35i16.17684)**Chen Zhang, Xu Tan, Yi Ren et al.*47 citations*
445. **[Weighted Clustering ↗](https://doi.org/10.1609/aaai.v26i1.8282)**Margareta Ackerman, Shai Ben-David, Simina Brânzei et al.*47 citations*
446. **[A Bottom-Up DAG Structure Extraction Model for Math Word Problems ↗](https://doi.org/10.1609/aaai.v35i1.16075)**Yixuan Cao, Feng Hong, Hongwei Li et al.*46 citations*
447. **[Adversarial Directed Graph Embedding ↗](https://doi.org/10.1609/aaai.v35i5.16605)**Shijie Zhu, Jianxin Li, Hao Ming Peng et al.*46 citations*
448. **[Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference ↗](https://doi.org/10.1609/aaai.v35i16.17721)**Yichao Zhou, Yu Yan, Rujun Han et al.*46 citations*
449. **[Curriculum Labeling: Revisiting Pseudo-Labeling for Semi-Supervised Learning ↗](https://doi.org/10.1609/aaai.v35i8.16852)**Paola Cascante-Bonilla, Fuwen Tan, Yanjun Qi et al.*46 citations*
450. **[Filling the Gap of Utterance-aware and Speaker-aware Representation for Multi-turn Dialogue ↗](https://doi.org/10.1609/aaai.v35i15.17582)**Longxiang Liu, Zhuosheng Zhang, Hai Zhao et al.*46 citations*
451. **[Graph-Evolving Meta-Learning for Low-Resource Medical Dialogue Generation ↗](https://doi.org/10.1609/aaai.v35i15.17577)**Shuai Lin, Pan Zhou, Xiaodan Liang et al.*46 citations*
452. **[LRTDP Versus UCT for Online Probabilistic Planning ↗](https://doi.org/10.1609/aaai.v26i1.8362)**Andrey Kolobov, Mausam Mausam, Daniel S. Weld*46 citations*
453. **[Preclinical Stage Alzheimer's Disease Detection Using Magnetic Resonance Image Scans ↗](https://doi.org/10.1609/aaai.v35i17.17772)**Fatih Altay, Guillermo Ramón Sánchez, Yanli Zhang‐James et al.*46 citations*
454. **[Tied Block Convolution: Leaner and Better CNNs with Shared Thinner Filters ↗](https://doi.org/10.1609/aaai.v35i11.17226)**Xudong Wang, Stella X. Yu*46 citations*
455. **[Using the Web to Interactively Learn to Find Objects ↗](https://doi.org/10.1609/aaai.v26i1.8387)**Mehdi Samadi, Thomas Kollar, Manuela Veloso*46 citations*
456. **[What are GANs?: Introducing Generative Adversarial Networks to Middle School Students ↗](https://doi.org/10.1609/aaai.v35i17.17821)**Safinah Ali, Daniella DiPaola, Cynthia Breazeal*46 citations*
457. **[Differentially Private and Fair Deep Learning: A Lagrangian Dual Approach ↗](https://doi.org/10.1609/aaai.v35i11.17193)**Cuong Tran, Ferdinando Fioretto, Pascal Van Hentenryck*45 citations*
458. **[EQG-RACE: Examination-Type Question Generation ↗](https://doi.org/10.1609/aaai.v35i14.17553)**Xin Jia, Wenjie Zhou, Xu Sun et al.*45 citations*
459. **[How Does Data Augmentation Affect Privacy in Machine Learning? ↗](https://doi.org/10.1609/aaai.v35i12.17284)**Dahua Yu, Huishuai Zhang, Wei Chen et al.*45 citations*
460. **[How Does the Combined Risk Affect the Performance of Unsupervised Domain Adaptation Approaches? ↗](https://doi.org/10.1609/aaai.v35i12.17322)**Zhong Li, Zhen Fang, Feng Liu et al.*45 citations*
461. **[Looking Wider for Better Adaptive Representation in Few-Shot Learning ↗](https://doi.org/10.1609/aaai.v35i12.17311)**Jiabao Zhao, Yifan Yang, Xin Alex Lin et al.*45 citations*
462. **[Planning as an Iterative Process ↗](https://doi.org/10.1609/aaai.v26i1.8449)**David Edward Smith*45 citations*
463. **[Sub-Seasonal Climate Forecasting via Machine Learning: Challenges, Analysis, and Advances ↗](https://doi.org/10.1609/aaai.v35i1.16090)**Sijie He, Xinyan Li, Timothy DelSole et al.*45 citations*
464. **[XL-WSD: An Extra-Large and Cross-Lingual Evaluation Framework for Word Sense Disambiguation ↗](https://doi.org/10.1609/aaai.v35i15.17609)**Tommaso Pasini, Alessandro Raganato, Roberto Navigli A*45 citations*
465. **[Aligning Artificial Neural Networks and Ontologies towards Explainable AI ↗](https://doi.org/10.1609/aaai.v35i6.16626)**Manuel de Sousa Ribeiro, João Alexandre Leite*44 citations*
466. **[Deep Frequency Principle Towards Understanding Why Deeper Learning Is Faster ↗](https://doi.org/10.1609/aaai.v35i12.17261)**Zhi‐Qin John Xu, Hanxu Zhou*44 citations*
467. **[Early Safety Warnings for Long-Distance Pipelines: A Distributed Optical Fiber Sensor Machine Learning Approach ↗](https://doi.org/10.1609/aaai.v35i17.17759)**Yiyuan Yang, Yi Li, Taojia Zhang et al.*44 citations*
468. **[Goten: GPU-Outsourcing Trusted Execution of Neural Network Training ↗](https://doi.org/10.1609/aaai.v35i17.17746)**Lucien K. L. Ng, Sherman S. M. Chow, Anna P. Y. Woo et al.*44 citations*
469. **[Learning Disentangled Representation for Fair Facial Attribute Classification via Fairness-aware Information Alignment ↗](https://doi.org/10.1609/aaai.v35i3.16341)**Sungho Park, Sunhee Hwang, Dohyung Kim et al.*44 citations*
470. **[MAXSAT Heuristics for Cost Optimal Planning ↗](https://doi.org/10.1609/aaai.v26i1.8373)**Lei Zhang, Fahiem Bacchus A*44 citations*
471. **[Strategy and Benchmark for Converting Deep Q-Networks to Event-Driven Spiking Neural Networks ↗](https://doi.org/10.1609/aaai.v35i11.17180)**Weihao Tan, Devdhar Patel, Róbert Kozma*44 citations*
472. **[Unsupervised Domain Adaptation for Semantic Segmentation by Content Transfer ↗](https://doi.org/10.1609/aaai.v35i9.17010)**Suhyeon Lee, Junhyuk Hyun, Hongje Seong et al.*44 citations*
473. **[A Supervised Multi-Head Self-Attention Network for Nested Named Entity Recognition ↗](https://doi.org/10.1609/aaai.v35i16.17669)**Yongxiu Xu, Heyan Huang, Chong Feng et al.*43 citations*
474. **[Automated Model Design and Benchmarking of Deep Learning Models for COVID-19 Detection with Chest CT Scans ↗](https://doi.org/10.1609/aaai.v35i6.16614)**Xin James He, Shihao Wang, Xiaowen Chu et al.*43 citations*
475. **[Co-mining: Self-Supervised Learning for Sparsely Annotated Object Detection ↗](https://doi.org/10.1609/aaai.v35i4.16385)**Tiancai Wang, Tong Yang, Jiale Cao et al.*43 citations*
476. **[Commission Fee is not Enough: A Hierarchical Reinforced Framework for Portfolio Management ↗](https://doi.org/10.1609/aaai.v35i1.16142)**Rundong Wang, Hongxin Wei, Bo An et al.*43 citations*
477. **[DeepRobust: a Platform for Adversarial Attacks and Defenses ↗](https://doi.org/10.1609/aaai.v35i18.18017)**Yaxin Li, Wei Jin, Han Xu et al.*43 citations*
478. **[Domain Adaptation In Reinforcement Learning Via Latent Unified State Representation ↗](https://doi.org/10.1609/aaai.v35i12.17251)**Jinwei Xing, Takashi Nagata, Kexin Chen et al.*43 citations*
479. **[Efficient Poverty Mapping from High Resolution Remote Sensing Images ↗](https://doi.org/10.1609/aaai.v35i1.16072)**Kumar Ayush, Burak Uzkent, Kumar Tanmay et al.*43 citations*
480. **[ActionBert: Leveraging User Actions for Semantic Understanding of User Interfaces ↗](https://doi.org/10.1609/aaai.v35i7.16741)**Zecheng He, Srinivas Sunkara, Xiaoxue Zang et al.*42 citations*
481. **[Deep Transfer Tensor Decomposition with Orthogonal Constraint for Recommender Systems ↗](https://doi.org/10.1609/aaai.v35i5.16521)**Zhengyu Chen, Ziqing Xu, Donglin Wang*42 citations*
482. **[Delivering the Smart Grid: Challenges for Autonomous Agents and Multi-Agent Systems Research ↗](https://doi.org/10.1609/aaai.v26i1.8445)**Alex Rogers, Sarvapali D. Ramchurn, Nicholas R. Jennings*42 citations*
483. **[Dual Distribution Alignment Network for Generalizable Person Re-Identification ↗](https://doi.org/10.1609/aaai.v35i2.16190)**Peixian Chen, Pingyang Dai, Jianzhuang Liu et al.*42 citations*
484. **[Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos ↗](https://doi.org/10.1609/aaai.v35i2.16202)**Yu Cheng, Bo Wang, Bo Yang et al.*42 citations*
485. **[The Adapter-Bot: All-In-One Controllable Conversational Model ↗](https://doi.org/10.1609/aaai.v35i18.18018)**Zhaojiang Lin, Andrea Madotto, Yejin Bang et al.*42 citations*
486. **[Adaptive Step-Size for Online Temporal Difference Learning ↗](https://doi.org/10.1609/aaai.v26i1.8313)**William Dabney, Andrew G. Barto*41 citations*
487. **[Any-Precision Deep Neural Networks ↗](https://doi.org/10.1609/aaai.v35i12.17286)**Haichao Yu, Haoxiang Li, Humphrey Shi et al.*41 citations*
488. **[Attributes-Guided and Pure-Visual Attention Alignment for Few-Shot Recognition ↗](https://doi.org/10.1609/aaai.v35i9.16957)**Siteng Huang, Min Zhang, Yachen Kang et al.*41 citations*
489. **[Consensus Graph Representation Learning for Better Grounded Image Captioning ↗](https://doi.org/10.1609/aaai.v35i4.16452)**Wenqiao Zhang, Haochen Shi, Siliang Tang et al.*41 citations*
490. **[Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder ↗](https://doi.org/10.1609/aaai.v35i9.16990)**Hyemi Kim, Seungjae Shin, JoonHo Jang et al.*41 citations*
491. **[DeepDT: Learning Geometry From Delaunay Triangulation for Surface Reconstruction ↗](https://doi.org/10.1609/aaai.v35i3.16327)**Yiming Luo, Zhenxing Mi, Wenbing Tao*41 citations*
492. **[ECG ODE-GAN: Learning Ordinary Differential Equations of ECG Dynamics via Generative Adversarial Learning ↗](https://doi.org/10.1609/aaai.v35i1.16086)**Tomer Golany, Daniel Freedman, Kira Radinsky*41 citations*
493. **[End-to-End Differentiable Learning to HDR Image Synthesis for Multi-exposure Images ↗](https://doi.org/10.1609/aaai.v35i2.16272)**Jung-Hee Kim, Siyeong Lee, Suk‐Ju Kang*41 citations*
494. **[FaceController: Controllable Attribute Editing for Face in the Wild ↗](https://doi.org/10.1609/aaai.v35i4.16417)**Zhiliang Xu, Xiyu Yu, Zhibin Hong et al.*41 citations*
495. **[Fine-Grained Photovoltaic Output Prediction Using a Bayesian Ensemble ↗](https://doi.org/10.1609/aaai.v26i1.8179)**Prithwish Chakraborty, Manish Marwah, Martin F. Arlitt et al.*41 citations*
496. **[How Linguistically Fair Are Multilingual Pre-Trained Language Models? ↗](https://doi.org/10.1609/aaai.v35i14.17505)**Monojit Choudhury, Amit Deshpande*41 citations*
497. **[Instance Mining with Class Feature Banks for Weakly Supervised Object Detection ↗](https://doi.org/10.1609/aaai.v35i4.16429)**Yufei Yin, Jiajun Deng, Wengang Zhou et al.*41 citations*
498. **[Learning Omni-Frequency Region-adaptive Representations for Real Image Super-Resolution ↗](https://doi.org/10.1609/aaai.v35i3.16293)**Xin Li, Xin Jin, Tao Yu et al.*41 citations*
499. **[MARTA: Leveraging Human Rationales for Explainable Text Classification ↗](https://doi.org/10.1609/aaai.v35i7.16734)**Inès Arous, Ljiljana Dolamic, Jie Chi Yang et al.*41 citations*
500. **[Merging Statistical Feature via Adaptive Gate for Improved Text Classification ↗](https://doi.org/10.1609/aaai.v35i15.17569)**Xianming Li, Zongxi Li, Haoran Xie et al.*41 citations*

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