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

2,330 papers · page 8 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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701. **[Queue-Learning: A Reinforcement Learning Approach for Providing Quality of Service ↗](https://doi.org/10.1609/aaai.v35i1.16123)**Majid Raeis, Ali Tizghadam, Alberto Leon‐Garcia*28 citations*
702. **[SAT-based Decision Tree Learning for Large Data Sets ↗](https://doi.org/10.1609/aaai.v35i5.16509)**André Schidler, Stefan Szeider*28 citations*
703. **[Symbolic Variable Elimination for Discrete and Continuous Graphical Models ↗](https://doi.org/10.1609/aaai.v26i1.8406)**Scott Sanner, Ehsan Abbasnejad*28 citations*
704. **[Why Do Attributes Propagate in Graph Convolutional Neural Networks? ↗](https://doi.org/10.1609/aaai.v35i5.16588)**Liang Yang, Chuan Wang, Junhua Gu et al.*28 citations*
705. **[A Novel Visual Interpretability for Deep Neural Networks by Optimizing Activation Maps with Perturbation ↗](https://doi.org/10.1609/aaai.v35i4.16450)**Qinglong Zhang, Lu Rao, Yu-Bin Yang*27 citations*
706. **[Activity Image-to-Video Retrieval by Disentangling Appearance and Motion ↗](https://doi.org/10.1609/aaai.v35i3.16312)**Liu Liu, Jiangtong Li, Li Niu et al.*27 citations*
707. **[Context-Aware Graph Convolution Network for Target Re-identification ↗](https://doi.org/10.1609/aaai.v35i2.16257)**Deyi Ji, Haoran Wang, Hanzhe Hu et al.*27 citations*
708. **[Faster Depth-Adaptive Transformers ↗](https://doi.org/10.1609/aaai.v35i15.17584)**Yijin Liu, Fandong Meng, Jie Zhou et al.*27 citations*
709. **[Finding Sparse Structures for Domain Specific Neural Machine Translation ↗](https://doi.org/10.1609/aaai.v35i15.17574)**Jianze Liang, Chengqi Zhao, Mingxuan Wang et al.*27 citations*
710. **[Global Climate Model Tracking Using Geospatial Neighborhoods ↗](https://doi.org/10.1609/aaai.v26i1.8178)**Scott McQuade, Claire Monteleoni*27 citations*
711. **[Learning SVM Classifiers with Indefinite Kernels ↗](https://doi.org/10.1609/aaai.v26i1.8293)**Suicheng Gu, Yuhong Guo*27 citations*
712. **[Model Learning and Real-Time Tracking Using Multi-Resolution Surfel Maps ↗](https://doi.org/10.1609/aaai.v26i1.8388)**Jörg Stückler, Sven Behnke*27 citations*
713. **[Online Optimal Control with Affine Constraints ↗](https://doi.org/10.1609/aaai.v35i10.17035)**Yingying Li, Subhro Das, Na Li*27 citations*
714. **[PC-HMR: Pose Calibration for 3D Human Mesh Recovery from 2D Images/Videos ↗](https://doi.org/10.1609/aaai.v35i3.16326)**Tianyu Luan, Yali Wang, Junhao Zhang et al.*27 citations*
715. **[Paragraph-level Commonsense Transformers with Recurrent Memory ↗](https://doi.org/10.1609/aaai.v35i14.17521)**Saadia Gabriel, Chandra Bhagavatula, Vered Shwartz et al.*27 citations*
716. **[Predictive Adversarial Learning from Positive and Unlabeled Data ↗](https://doi.org/10.1609/aaai.v35i9.16953)**Wenpeng Hu, Ran Le, Bing Liu et al.*27 citations*
717. **[Proof of Learning (PoLe): Empowering Machine Learning with Consensus Building on Blockchains (Demo) ↗](https://doi.org/10.1609/aaai.v35i18.18013)**Yixiao Lan, Yuan Liu, Boyang Li et al.*27 citations*
718. **[RadarMath: An Intelligent Tutoring System for Math Education ↗](https://doi.org/10.1609/aaai.v35i18.18020)**Yu Lu, Yang Pian, Penghe Chen et al.*27 citations*
719. **[Slimmable Generative Adversarial Networks ↗](https://doi.org/10.1609/aaai.v35i9.16946)**Liang Hou, Zehuan Yuan, Lei Huang et al.*27 citations*
720. **[Sparse Principal Component Analysis with Constraints ↗](https://doi.org/10.1609/aaai.v26i1.8316)**Mihajlo Grbovic, Christopher R. Dance, Slobodan Vučetić*27 citations*
721. **[Steering a Historical Disease Forecasting Model Under a Pandemic: Case of Flu and COVID-19 ↗](https://doi.org/10.1609/aaai.v35i6.16618)**Alexander Rodríguez, Nikhil Muralidhar, Bijaya Adhikari et al.*27 citations*
722. **[Storage Fit Learning with Feature Evolvable Streams ↗](https://doi.org/10.1609/aaai.v35i9.16944)**Bojian Hou, Yu-Hu Yan, Peng Zhao et al.*27 citations*
723. **[The Tractability of SHAP-Score-Based Explanations for Classification over Deterministic and Decomposable Boolean Circuits ↗](https://doi.org/10.1609/aaai.v35i8.16825)**Marcelo Arenas, Pablo Barceló, Leopoldo Bertossi et al.*27 citations*
724. **[Towards Fully Automated Manga Translation ↗](https://doi.org/10.1609/aaai.v35i14.17537)**Ryota Hinami, Shonosuke Ishiwatari, Kazuhiko Yasuda et al.*27 citations*
725. **[A Semantic Parsing and Reasoning-Based Approach to Knowledge Base Question Answering ↗](https://doi.org/10.1609/aaai.v35i18.17988)**Ibrahim Abdelaziz, Srinivas Ravishankar, Pavan Kapanipathi et al.*26 citations*
726. **[An Adaptive Hybrid Framework for Cross-domain Aspect-based Sentiment Analysis ↗](https://doi.org/10.1609/aaai.v35i16.17719)**Yan Zhou, Fuqing Zhu, Pu Song et al.*26 citations*
727. **[Binaural Audio-Visual Localization ↗](https://doi.org/10.1609/aaai.v35i4.16403)**Xinyi Wu, Zhenyao Wu, Lili Ju et al.*26 citations*
728. **[Cooperative Virtual Power Plant Formation Using Scoring Rules ↗](https://doi.org/10.1609/aaai.v26i1.8172)**Valentin Robu, Ramachandra Kota, Georgios Chalkiadakis et al.*26 citations*
729. **[DocParser: Hierarchical Document Structure Parsing from Renderings ↗](https://doi.org/10.1609/aaai.v35i5.16558)**Johannes Rausch, Octavio Martinez, Fabian Bissig et al.*26 citations*
730. **[Ethically Compliant Sequential Decision Making ↗](https://doi.org/10.1609/aaai.v35i13.17386)**Justin Svegliato, Samer B. Nashed, Shlomo Zilberstein B*26 citations*
731. **[Fact-Enhanced Synthetic News Generation ↗](https://doi.org/10.1609/aaai.v35i15.17629)**Kai Shu, Yichuan Li, Kaize Ding et al.*26 citations*
732. **[Fractal Autoencoders for Feature Selection ↗](https://doi.org/10.1609/aaai.v35i12.17242)**Xinxing Wu, Qiang Cheng*26 citations*
733. **[Gene Regulatory Network Inference using 3D Convolutional Neural Network ↗](https://doi.org/10.1609/aaai.v35i1.16082)**Yue Bo Fan, Xiuli Ma*26 citations*
734. **[I3DOL: Incremental 3D Object Learning without Catastrophic Forgetting ↗](https://doi.org/10.1609/aaai.v35i7.16756)**Jiahua Dong, Yang Cong, Gan Sun et al.*26 citations*
735. **[Improving Tree-Structured Decoder Training for Code Generation via Mutual Learning ↗](https://doi.org/10.1609/aaai.v35i16.17662)**Binbin Xie, Jinsong Su, Yubin Ge et al.*26 citations*
736. **[Interpreting Neural Networks as Quantitative Argumentation Frameworks ↗](https://doi.org/10.1609/aaai.v35i7.16801)**Nico Potyka*26 citations*
737. **[Lexically Constrained Neural Machine Translation with Explicit Alignment Guidance ↗](https://doi.org/10.1609/aaai.v35i14.17496)**GuanHua Chen, Yun Chen, Victor O. K. Li*26 citations*
738. **[MangaGAN: Unpaired Photo-to-Manga Translation Based on The Methodology of Manga Drawing ↗](https://doi.org/10.1609/aaai.v35i3.16364)**Hao Su, Jianwei Niu, Xuefeng Liu et al.*26 citations*
739. **[Partially Non-Autoregressive Image Captioning ↗](https://doi.org/10.1609/aaai.v35i2.16219)**Zhengcong Fei*26 citations*
740. **[Power up! Robust Graph Convolutional Network via Graph Powering ↗](https://doi.org/10.1609/aaai.v35i9.16976)**Ming Jin, Heng Chang, Wenwu Zhu et al.*26 citations*
741. **[Pre-Symptomatic Prediction of Plant Drought Stress Using Dirichlet-Aggregation Regression on Hyperspectral Images ↗](https://doi.org/10.1609/aaai.v26i1.8168)**Kristian Kersting, Zhao Xu, Mirwaes Wahabzada et al.*26 citations*
742. **[Robust PDF Document Conversion using Recurrent Neural Networks ↗](https://doi.org/10.1609/aaai.v35i17.17777)**Nikolaos Livathinos, Cèsar Berrospi, Maksym Lysak et al.*26 citations*
743. **[SPARQL Query Containment Under SHI Axioms ↗](https://doi.org/10.1609/aaai.v26i1.8108)**Melisachew Wudage Chekol, Jérôme Euzenat, Pierre Genevès et al.*26 citations*
744. **[Search Algorithms for m Best Solutions for Graphical Models ↗](https://doi.org/10.1609/aaai.v26i1.8405)**Rina Dechter, Natalia Flerova, Radu Marinescu*26 citations*
745. **[Tailoring Embedding Function to Heterogeneous Few-Shot Tasks by Global and Local Feature Adaptors ↗](https://doi.org/10.1609/aaai.v35i10.17063)**Su Lu, Han-Jia Ye, De‐Chuan Zhan*26 citations*
746. **[Towards a Unifying Framework for Formal Theories of Novelty ↗](https://doi.org/10.1609/aaai.v35i17.17766)**Terrance E. Boult, Przemyslaw A. Grabowicz, Derek S. Prijatelj et al.*26 citations*
747. **[Uncovering Latent Biases in Text: Method and Application to Peer Review ↗](https://doi.org/10.1609/aaai.v35i6.16608)**Emaad Manzoor, Nihar B. Shah*26 citations*
748. **[Unsupervised Abstractive Dialogue Summarization for Tete-a-Tetes ↗](https://doi.org/10.1609/aaai.v35i16.17703)**Xinyuan Zhang, Ruiyi Zhang, Manzil Zaheer et al.*26 citations*
749. **[Unsupervised Summarization for Chat Logs with Topic-Oriented Ranking and Context-Aware Auto-Encoders ↗](https://doi.org/10.1609/aaai.v35i16.17724)**Yicheng Zou, Jun Lin, Lujun Zhao et al.*26 citations*
750. **[Advice-Guided Reinforcement Learning in a non-Markovian Environment ↗](https://doi.org/10.1609/aaai.v35i10.17096)**Daniel Neider, Jean-Raphaël Gaglione, Ivan Gavran et al.*25 citations*
751. **[Capturing Uncertainty in Unsupervised GPS Trajectory Segmentation Using Bayesian Deep Learning ↗](https://doi.org/10.1609/aaai.v35i1.16115)**Christos Markos, James J. Q. Yu, Richard Yi Da Xu*25 citations*
752. **[Class-Incremental Instance Segmentation via Multi-Teacher Networks ↗](https://doi.org/10.1609/aaai.v35i2.16238)**Yanan Gu, Cheng Dan Deng, Kun Wei*25 citations*
753. **[Differentiable Inductive Logic Programming for Structured Examples ↗](https://doi.org/10.1609/aaai.v35i6.16637)**Hikaru Shindo, Masaaki Nishino, Akihiro Yamamoto*25 citations*
754. **[HyDRA: Hypergradient Data Relevance Analysis for Interpreting Deep Neural Networks ↗](https://doi.org/10.1609/aaai.v35i8.16871)**Yuanyuan Chen, Boyang Li, Han Yu et al.*25 citations*
755. **[Hypothesis Disparity Regularized Mutual Information Maximization ↗](https://doi.org/10.1609/aaai.v35i9.17003)**Qicheng Lao, Xiang Jiang, Mohammad Havaei*25 citations*
756. **[Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning ↗](https://doi.org/10.1609/aaai.v35i4.16410)**Chunpu Xu, Min Yang, Chengming Li et al.*25 citations*
757. **[Learning to Sit: Synthesizing Human-Chair Interactions via Hierarchical Control ↗](https://doi.org/10.1609/aaai.v35i7.16736)**Yu-Wei Chao, Jimei Yang, Weifeng Chen et al.*25 citations*
758. **[On the Importance of Word Order Information in Cross-lingual Sequence Labeling ↗](https://doi.org/10.1609/aaai.v35i15.17588)**Zihan Liu, Genta Indra Winata, Samuel Cahyawijaya et al.*25 citations*
759. **[Ontological Smoothing for Relation Extraction with Minimal Supervision ↗](https://doi.org/10.1609/aaai.v26i1.8102)**Congle Zhang, Raphael Hoffmann, Daniel S. Weld*25 citations*
760. **[PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning ↗](https://doi.org/10.1609/aaai.v35i2.16252)**Huaxi Huang, Junjie Zhang, Jian Zhang et al.*25 citations*
761. **[Reinforced History Backtracking for Conversational Question Answering ↗](https://doi.org/10.1609/aaai.v35i15.17617)**Minghui Qiu, Xinjing Huang, Cen Chen et al.*25 citations*
762. **[Sample Bounded Distributed Reinforcement Learning for Decentralized POMDPs ↗](https://doi.org/10.1609/aaai.v26i1.8260)**Bikramjit Banerjee, Jeremy Lyle, Landon Kraemer et al.*25 citations*
763. **[Structured Co-reference Graph Attention for Video-grounded Dialogue ↗](https://doi.org/10.1609/aaai.v35i2.16273)**Junyeong Kim, Sunjae Yoon, Dahyun Kim et al.*25 citations*
764. **[Teaching Introductory Artificial Intelligence through Java-Based Games ↗](https://doi.org/10.1609/aaai.v25i3.18840)**Amy McGovern, Zachery Tidwel, Derek Rushing*25 citations*
765. **[UAG: Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks ↗](https://doi.org/10.1609/aaai.v35i8.16908)**Boyuan Feng, Yuke Wang, Yufei Ding*25 citations*
766. **[Understanding Decoupled and Early Weight Decay ↗](https://doi.org/10.1609/aaai.v35i8.16837)**Johan Björck, Kilian Q. Weinberger, Carla Pedro Gomes*25 citations*
767. **[Winning Lottery Tickets in Deep Generative Models ↗](https://doi.org/10.1609/aaai.v35i9.16980)**Neha Kalibhat, Yogesh Balaji, Soheil Feizi*25 citations*
768. **[(Comet-) Atomic 2020: On Symbolic and Neural Commonsense Knowledge Graphs](https://md.research.elamur.ai/free/en/papers/hwang-2020-comet-atomic-2020-symbolic-neural/)**Jena D. Hwang, Chandra Bhagavatula, Ronan Joseph Le Bras et al.*24 citations · our summary*
769. **[Adversarial Partial Multi-Label Learning with Label Disambiguation ↗](https://doi.org/10.1609/aaai.v35i12.17264)**Yan Yan, Yuhong Guo*24 citations*
770. **[Adversarial Robustness through Disentangled Representations ↗](https://doi.org/10.1609/aaai.v35i4.16424)**Shuo Yang, Tianyu Guo, Yunhe Wang et al.*24 citations*
771. **[An Analysis of Approval-Based Committee Rules for 2D-Euclidean Elections ↗](https://doi.org/10.1609/aaai.v35i6.16686)**Michał Tomasz Godziszewski, P. Batko, Piotr Skowron et al.*24 citations*
772. **[Augmented Partial Mutual Learning with Frame Masking for Video Captioning ↗](https://doi.org/10.1609/aaai.v35i3.16301)**Ke Lin, Zhuoxin Gan, Liwei Wang*24 citations*
773. **[Building Interpretable Interaction Trees for Deep NLP Models ↗](https://doi.org/10.1609/aaai.v35i16.17685)**Die Zhang, Hao Zhang, Huilin Zhou et al.*24 citations*
774. **[Colorization by Matrix Completion ↗](https://doi.org/10.1609/aaai.v26i1.8274)**Shusen Wang, Zhihua Zhang*24 citations*
775. **[Congestion Games with Agent Failures ↗](https://doi.org/10.1609/aaai.v26i1.8244)**Reshef Meir, Moshe Tennenholtz, Yoram Bachrach et al.*24 citations*
776. **[Decision Support for Agent Populations in Uncertain and Congested Environments ↗](https://doi.org/10.1609/aaai.v26i1.8251)**Pradeep Reddy Varakantham, Shih-Fen Cheng, Geoff Gordon et al.*24 citations*
777. **[Exploring the Vulnerability of Deep Neural Networks: A Study of Parameter Corruption ↗](https://doi.org/10.1609/aaai.v35i13.17385)**Xu Sun, Zhiyuan Zhang, Xuancheng Ren et al.*24 citations*
778. **[Generalized Monte-Carlo Tree Search Extensions for General Game Playing ↗](https://doi.org/10.1609/aaai.v26i1.8330)**Hilmar Finnsson*24 citations*
779. **[Inverse Reinforcement Learning with Natural Language Goals ↗](https://doi.org/10.1609/aaai.v35i12.17326)**Li Zhou, Kevin Small*24 citations*
780. **[Justicia: A Stochastic SAT Approach to Formally Verify Fairness ↗](https://doi.org/10.1609/aaai.v35i9.16925)**Bishwamittra Ghosh, Debabrota Basu, Kuldeep S. Meel*24 citations*
781. **[Knowledge-Enhanced Top-K Recommendation in Poincaré Ball ↗](https://doi.org/10.1609/aaai.v35i5.16553)**Chen Ma, Liheng Ma, Yingxue Zhang et al.*24 citations*
782. **[Learning Generalized Relational Heuristic Networks for Model-Agnostic Planning ↗](https://doi.org/10.1609/aaai.v35i9.16983)**Rushang Karia, Siddharth Srivastava*24 citations*
783. **[Learning to Copy Coherent Knowledge for Response Generation ↗](https://doi.org/10.1609/aaai.v35i14.17486)**Jiaqi Bai, Ze Yang, Xinnian Liang et al.*24 citations*
784. **[Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning ↗](https://doi.org/10.1609/aaai.v35i8.16822)**Elad Amrani, Rami Ben‐Ari, Daniel Rotman et al.*24 citations*
785. **[Project RISE: Recognizing Industrial Smoke Emissions ↗](https://doi.org/10.1609/aaai.v35i17.17739)**Yen-Chia Hsu, Ting-Hao Huang, Ting-Yao Hu et al.*24 citations*
786. **[Provable Benefits of Overparameterization in Model Compression: From Double Descent to Pruning Neural Networks ↗](https://doi.org/10.1609/aaai.v35i8.16859)**Xiangyu Chang, Yingcong Li, Samet Oymak et al.*24 citations*
787. **[Region-aware Global Context Modeling for Automatic Nerve Segmentation from Ultrasound Images ↗](https://doi.org/10.1609/aaai.v35i4.16397)**Huisi Wu, Jiasheng Liu, Wei Wang et al.*24 citations*
788. **[Reinforced Imitative Graph Representation Learning for Mobile User Profiling: An Adversarial Training Perspective ↗](https://doi.org/10.1609/aaai.v35i5.16567)**Dongjie Wang, Pengyang Wang, Kunpeng Liu et al.*24 citations*
789. **[Reinforcement Learning with a Disentangled Universal Value Function for Item Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16569)**Kai Wang, Zhene Zou, Qilin Deng et al.*24 citations*
790. **[Rethinking Bi-Level Optimization in Neural Architecture Search: A Gibbs Sampling Perspective ↗](https://doi.org/10.1609/aaai.v35i12.17262)**Chao Xue, Xiaoxing Wang, Junchi Yan et al.*24 citations*
791. **[SALNet: Semi-supervised Few-Shot Text Classification with Attention-based Lexicon Construction ↗](https://doi.org/10.1609/aaai.v35i14.17558)**Ju-Hyoung Lee, Sang‐Ki Ko, Yo-Sub Han*24 citations*
792. **[Search-Based Path Planning with Homotopy Class Constraints in 3D ↗](https://doi.org/10.1609/aaai.v26i1.8435)**Subhrajit Bhattacharya, Maxim A. Likhachev, Vijay Kumar*24 citations*
793. **[Self-Supervised Attention-Aware Reinforcement Learning ↗](https://doi.org/10.1609/aaai.v35i12.17235)**Haiping Wu, Khimya Khetarpal, Doina Precup*24 citations*
794. **[Sketch Generation with Drawing Process Guided by Vector Flow and Grayscale ↗](https://doi.org/10.1609/aaai.v35i1.16140)**Zhengyan Tong, Xuanhong Chen, Bingbing Ni et al.*24 citations*
795. **[Stability and Generalization of Decentralized Stochastic Gradient Descent ↗](https://doi.org/10.1609/aaai.v35i11.17173)**Tao Sun, Dongsheng Li, Bao Wang*24 citations*
796. **[Stable Adversarial Learning under Distributional Shifts ↗](https://doi.org/10.1609/aaai.v35i10.17050)**Jiashuo Liu, Zheyan Shen, Peng Cui et al.*24 citations*
797. **[Stylized Dialogue Response Generation Using Stylized Unpaired Texts ↗](https://doi.org/10.1609/aaai.v35i16.17711)**Yinhe Zheng, Zikai Chen, Rongsheng Zhang et al.*24 citations*
798. **[Temporal Segmentation of Fine-gained Semantic Action: A Motion-Centered Figure Skating Dataset ↗](https://doi.org/10.1609/aaai.v35i3.16314)**Shenglan Liu, Aibin Zhang, Yunheng Li et al.*24 citations*
799. **[Towards Feature Space Adversarial Attack by Style Perturbation ↗](https://doi.org/10.1609/aaai.v35i12.17259)**Qiuling Xu, Guanhong Tao, Siyuan Cheng et al.*24 citations*
800. **[A Hybrid Bandit Framework for Diversified Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16524)**Qinxu Ding, Yong Liu, Chunyan Miao et al.*23 citations*

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