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

2,330 papers · page 4 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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301. **[Semantic MapNet: Building Allocentric Semantic Maps and Representations from Egocentric Views ↗](https://doi.org/10.1609/aaai.v35i2.16180)**Vincent Cartillier, Zhile Ren, Neha Jain et al.*67 citations*
302. **[StrokeGAN: Reducing Mode Collapse in Chinese Font Generation via Stroke Encoding ↗](https://doi.org/10.1609/aaai.v35i4.16438)**Jinshan Zeng, Qi Chen, Yunxin Liu et al.*67 citations*
303. **[What the Role is vs. What Plays the Role: Semi-Supervised Event Argument Extraction via Dual Question Answering ↗](https://doi.org/10.1609/aaai.v35i16.17720)**Yang Zhou, Yubo Chen, Jun Zhao et al.*67 citations*
304. **[Write-a-speaker: Text-based Emotional and Rhythmic Talking-head Generation ↗](https://doi.org/10.1609/aaai.v35i3.16286)**Lincheng Li, Suzhen Wang, Zhimeng Zhang et al.*67 citations*
305. **[A Controllable Model of Grounded Response Generation ↗](https://doi.org/10.1609/aaai.v35i16.17658)**Zeqiu Wu, Michel Galley, Chris Brockett et al.*66 citations*
306. **[AI-Infused Collaborative Inquiry in Upper Elementary School: A Game-Based Learning Approach ↗](https://doi.org/10.1609/aaai.v35i17.17836)**Seung Lee, Bradford Mott, Anne Todd Ottenbreit-Leftwich et al.*66 citations*
307. **[Label Confusion Learning to Enhance Text Classification Models ↗](https://doi.org/10.1609/aaai.v35i14.17529)**Biyang Guo, Songqiao Han, Han Xiao et al.*66 citations*
308. **[Optimal Proportional Cake Cutting with Connected Pieces ↗](https://doi.org/10.1609/aaai.v26i1.8243)**Xiaohui Bei, Ning Chen, Xia Hua et al.*66 citations*
309. **[Patch-Wise Attention Network for Monocular Depth Estimation ↗](https://doi.org/10.1609/aaai.v35i3.16282)**Sihaeng Lee, Janghyeon Lee, Byungju Kim et al.*66 citations*
310. **[Security Games for Controlling Contagion ↗](https://doi.org/10.1609/aaai.v26i1.8249)**Jason Tsai, Thanh H. Nguyen, Milind Tambe*66 citations*
311. **[A Spin-Glass Model for Semi-Supervised Community Detection ↗](https://doi.org/10.1609/aaai.v26i1.8320)**Eric Eaton, Rachael A. Mansbach*65 citations*
312. **[Configuration Checking with Aspiration in Local Search for SAT ↗](https://doi.org/10.1609/aaai.v26i1.8133)**Shaowei Cai, Kaile Su*65 citations*
313. **[Continual Learning for Named Entity Recognition ↗](https://doi.org/10.1609/aaai.v35i15.17600)**Natawut Monaikul, Giuseppe Castellucci, Simone Filice et al.*65 citations*
314. **[Dynamic Memory based Attention Network for Sequential Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16564)**Qiaoyu Tan, Jianwei Zhang, Ninghao Liu et al.*65 citations*
315. **[Generate Your Counterfactuals: Towards Controlled Counterfactual Generation for Text ↗](https://doi.org/10.1609/aaai.v35i15.17594)**Nishtha Madaan, Inkit Padhi, Naveen Panwar et al.*65 citations*
316. **[Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors ↗](https://doi.org/10.1609/aaai.v35i13.17389)**Ruihan Zhang, Prashan Madumal, Tim Miller et al.*65 citations*
317. **[Question-Driven Span Labeling Model for Aspect–Opinion Pair Extraction ↗](https://doi.org/10.1609/aaai.v35i14.17523)**Lei Gao, Yulong Wang, Tongcun Liu et al.*65 citations*
318. **[Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems ↗](https://doi.org/10.1609/aaai.v35i17.17799)**Ahmad Maroof Karimi, Yinghui Wu, Mehmet Koyutürk et al.*65 citations*
319. **[Symbolic Music Generation with Transformer-GANs ↗](https://doi.org/10.1609/aaai.v35i1.16117)**Aashiq Muhamed, Liang Li, Xingjian Shi et al.*65 citations*
320. **[A General Offline Reinforcement Learning Framework for Interactive Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16579)**Teng Xiao, Donglin Wang*64 citations*
321. **[Guiding Non-Autoregressive Neural Machine Translation Decoding with Reordering Information ↗](https://doi.org/10.1609/aaai.v35i15.17618)**Qiu Ran, Yankai Lin, Peng Li et al.*64 citations*
322. **[Secure Bilevel Asynchronous Vertical Federated Learning with Backward Updating ↗](https://doi.org/10.1609/aaai.v35i12.17301)**Qingsong Zhang, Bin Gu, Cheng Dan Deng et al.*64 citations*
323. **[VIVO: Visual Vocabulary Pre-Training for Novel Object Captioning ↗](https://doi.org/10.1609/aaai.v35i2.16249)**Xiaowei Hu, Xi Peng Yin, Kevin Lin et al.*64 citations*
324. **[A Complexity-of-Strategic-Behavior Comparison between Schulze's Rule and Ranked Pairs ↗](https://doi.org/10.1609/aaai.v26i1.8258)**David C. Parkes, Lirong Xia*63 citations*
325. **[Aggregated Multi-GANs for Controlled 3D Human Motion Prediction ↗](https://doi.org/10.1609/aaai.v35i3.16321)**Zhenguang Liu, Kedi Lyu, Shuang Wu et al.*63 citations*
326. **[Amodal Segmentation Based on Visible Region Segmentation and Shape Prior ↗](https://doi.org/10.1609/aaai.v35i4.16407)**Yuting Xiao, Yanyu Xu, Ziming Zhong et al.*63 citations*
327. **[Cold-start Sequential Recommendation via Meta Learner ↗](https://doi.org/10.1609/aaai.v35i5.16601)**Yujia Zheng, Siyi Liu, Zekun Li et al.*63 citations*
328. **[Hierarchically and Cooperatively Learning Traffic Signal Control ↗](https://doi.org/10.1609/aaai.v35i1.16147)**Bingyu Xu, Yaowei Wang, Zhaozhi Wang et al.*63 citations*
329. **[Improving Robustness to Model Inversion Attacks via Mutual Information Regularization ↗](https://doi.org/10.1609/aaai.v35i13.17387)**Tianhao Wang, Yuheng Zhang, Ruoxi Jia*63 citations*
330. **[Learning Artificial Intelligence: Insights into How Youth Encounter and Build Understanding of AI Concepts ↗](https://doi.org/10.1609/aaai.v35i17.17828)**Eric Greenwald, Maxyn Leitner, Ning Wang*63 citations*
331. **[Robust Multi-Modality Person Re-identification ↗](https://doi.org/10.1609/aaai.v35i4.16467)**Aihua Zheng, Zi Wang, Zihan Chen et al.*63 citations*
332. **[Table Header Detection and Classification ↗](https://doi.org/10.1609/aaai.v26i1.8206)**Jing Fang, Prasenjit Mitra, Zhi Tang et al.*63 citations*
333. **[Adaptive Polling for Information Aggregation ↗](https://doi.org/10.1609/aaai.v26i1.8099)**Thomas Pfeiffer, Xi Alice Gao, Yiling Chen et al.*62 citations*
334. **[Co-GAT: A Co-Interactive Graph Attention Network for Joint Dialog Act Recognition and Sentiment Classification](https://md.research.elamur.ai/free/en/papers/qin-2020-co-gat-co-interactive-graph/)**Libo Qin, Zhouyang Li, Wanxiang Che et al.*62 citations · our summary*
335. **[Explaining A Black-box By Using A Deep Variational Information Bottleneck Approach ↗](https://doi.org/10.1609/aaai.v35i13.17358)**Seojin Bang, Pengtao Xie, Heewook Lee et al.*62 citations*
336. **[Generating Pictorial Storylines Via Minimum-Weight Connected Dominating Set Approximation in Multi-View Graphs ↗](https://doi.org/10.1609/aaai.v26i1.8207)**Dingding Wang, Tao Li, Mitsunori Ogihara*62 citations*
337. **[Infusing Multi-Source Knowledge with Heterogeneous Graph Neural Network for Emotional Conversation Generation ↗](https://doi.org/10.1609/aaai.v35i15.17575)**Yunlong Liang, Fandong Meng, Ying Zhang et al.*62 citations*
338. **[Partial-Expansion A* with Selective Node Generation ↗](https://doi.org/10.1609/aaai.v26i1.8137)**Ariel Felner, Meir Goldenberg, Guni Sharon et al.*62 citations*
339. **[Rethinking Boundaries: End-To-End Recognition of Discontinuous Mentions with Pointer Networks ↗](https://doi.org/10.1609/aaai.v35i14.17513)**Hao Fei, Donghong Ji, Bobo Li et al.*62 citations*
340. **[TODS: An Automated Time Series Outlier Detection System ↗](https://doi.org/10.1609/aaai.v35i18.18012)**Kwei-Herng Lai, Daochen Zha, Guanchu Wang et al.*62 citations*
341. **[Detecting Adversarial Examples from Sensitivity Inconsistency of Spatial-Transform Domain ↗](https://doi.org/10.1609/aaai.v35i11.17187)**Jinyu Tian, Jiantao Zhou, Yuanman Li et al.*61 citations*
342. **[HMS: A Hierarchical Solver with Dependency-Enhanced Understanding for Math Word Problem ↗](https://doi.org/10.1609/aaai.v35i5.16547)**Xin Lin, Zhenya Huang, Hongke Zhao et al.*60 citations*
343. **[Learning Intact Features by Erasing-Inpainting for Few-shot Classification ↗](https://doi.org/10.1609/aaai.v35i9.17021)**Junjie Li, Zilei Wang, Xiaoming Hu*60 citations*
344. **[MAMBA: Multi-level Aggregation via Memory Bank for Video Object Detection ↗](https://doi.org/10.1609/aaai.v35i3.16365)**Guanxiong Sun, Hua Yang, Guosheng Hu et al.*60 citations*
345. **[Mitigating Political Bias in Language Models through Reinforced Calibration ↗](https://doi.org/10.1609/aaai.v35i17.17744)**Ruibo Liu, Chenyan Jia, Jason Wei et al.*60 citations*
346. **[Dynamically Switching between Synergistic Workflows for Crowdsourcing ↗](https://doi.org/10.1609/aaai.v26i1.8121)**Christopher H. Lin, Mausam Mausam, Daniel S. Weld*59 citations*
347. **[On the Convergence of Communication-Efficient Local SGD for Federated Learning ↗](https://doi.org/10.1609/aaai.v35i9.16920)**Hongchang Gao, An Ping Xu, Heng Huang*59 citations*
348. **[Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks ↗](https://doi.org/10.1609/aaai.v35i13.17421)**Tom Silver, Rohan Chitnis, Aidan Curtis et al.*59 citations*
349. **[TransTailor: Pruning the Pre-trained Model for Improved Transfer Learning ↗](https://doi.org/10.1609/aaai.v35i10.17046)**Bingyan Liu, Yifeng Cai, Yao Guo et al.*59 citations*
350. **[CompFeat: Comprehensive Feature Aggregation for Video Instance Segmentation ↗](https://doi.org/10.1609/aaai.v35i2.16225)**Yang Lie Fu, Linjie Yang, Ding Liu et al.*58 citations*
351. **[DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation ↗](https://doi.org/10.1609/aaai.v35i8.16829)**Haoyue Bai, Rui Feng Sun, Lanqing Hong et al.*58 citations*
352. **[Deep Mutual Information Maximin for Cross-Modal Clustering ↗](https://doi.org/10.1609/aaai.v35i10.17076)**Yiqiao Mao, Xiaoqiang Yan, Qiang Guo et al.*58 citations*
353. **[EMLight: Lighting Estimation via Spherical Distribution Approximation ↗](https://doi.org/10.1609/aaai.v35i4.16440)**Fangneng Zhan, Changgong Zhang, Yingchen Yu et al.*58 citations*
354. **[Judgment Prediction via Injecting Legal Knowledge into Neural Networks ↗](https://doi.org/10.1609/aaai.v35i14.17522)**Leilei Gan, Kun Kuang, Yi Ping Yang et al.*58 citations*
355. **[Personalized Adaptive Meta Learning for Cold-start User Preference Prediction ↗](https://doi.org/10.1609/aaai.v35i12.17287)**Runsheng Yu, Yu Gong, Xu Dong He et al.*58 citations*
356. **[Topic Correlation Analysis for Cross-Domain Text Classification ↗](https://doi.org/10.1609/aaai.v26i1.8308)**Lianghao Li, Xiaoming Jin, Mingsheng Long*58 citations*
357. **[Boundary-Aware Geometric Encoding for Semantic Segmentation of Point Clouds ↗](https://doi.org/10.1609/aaai.v35i2.16232)**Jingyu Gong, Jiachen Xu, Xin Tan et al.*57 citations*
358. **[Decentralized Policy Gradient Descent Ascent for Safe Multi-Agent Reinforcement Learning ↗](https://doi.org/10.1609/aaai.v35i10.17062)**Songtao Lu, Kaiqing Zhang, Tianyi Chen et al.*57 citations*
359. **[Enabling Fast and Universal Audio Adversarial Attack Using Generative Model ↗](https://doi.org/10.1609/aaai.v35i16.17663)**Yi Xie, Zhuohang Li, Cong Shi et al.*57 citations*
360. **[Finding Optimal Abstract Strategies in Extensive-Form Games ↗](https://doi.org/10.1609/aaai.v26i1.8269)**Michael Johanson, Nolan Bard, NEIL R. BURCH et al.*57 citations*
361. **[HiGAN: Handwriting Imitation Conditioned on Arbitrary-Length Texts and Disentangled Styles ↗](https://doi.org/10.1609/aaai.v35i9.16917)**Ji Gan, Weiqiang Wang*57 citations*
362. **[Housing Markets with Indifferences: A Tale of Two Mechanisms ↗](https://doi.org/10.1609/aaai.v26i1.8239)**Haris Aziz, Bart de Keijzer*57 citations*
363. **[Near Lossless Transfer Learning for Spiking Neural Networks ↗](https://doi.org/10.1609/aaai.v35i12.17265)**Zhanglu Yan, Jun Rong Zhou, Weng‐Fai Wong*57 citations*
364. **[Progressive Multi-task Learning with Controlled Information Flow for Joint Entity and Relation Extraction ↗](https://doi.org/10.1609/aaai.v35i15.17632)**Kai Sun, Richong Zhang, Samuel Mensah et al.*57 citations*
365. **[Stochastic Safest and Shortest Path Problems ↗](https://doi.org/10.1609/aaai.v26i1.8367)**Florent Teichteil-Königsbuch*57 citations*
366. **[FILTER: An Enhanced Fusion Method for Cross-lingual Language Understanding ↗](https://doi.org/10.1609/aaai.v35i14.17512)**Yuwei Fang, Shuohang Wang, Zhe Gan et al.*56 citations*
367. **[Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation ↗](https://doi.org/10.1609/aaai.v35i14.17509)**Qianqian Dong, Rong Ye, Mingxuan Wang et al.*56 citations*
368. **[Quantum-inspired Neural Network for Conversational Emotion Recognition ↗](https://doi.org/10.1609/aaai.v35i15.17567)**Qiuchi Li, Dimitris Gkoumas, Alessandro Sordoni et al.*56 citations*
369. **[Simple is not Easy: A Simple Strong Baseline for TextVQA and TextCaps ↗](https://doi.org/10.1609/aaai.v35i4.16476)**Qi Zhu, Chenyu Gao, Peng Wang et al.*56 citations*
370. **[Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series ↗](https://doi.org/10.1609/aaai.v35i1.16145)**Yinjun Wu, Jingchao Ni, Wei Dong Cheng et al.*55 citations*
371. **[Few-shot Learning for Multi-label Intent Detection ↗](https://doi.org/10.1609/aaai.v35i14.17541)**Yutai Hou, Yongkui Lai, Yushan Wu et al.*55 citations*
372. **[GTA: Graph Truncated Attention for Retrosynthesis ↗](https://doi.org/10.1609/aaai.v35i1.16131)**Seung-Woo Seo, You Young Song, June Yong Yang et al.*55 citations*
373. **[High-Resolution Deep Image Matting ↗](https://doi.org/10.1609/aaai.v35i4.16432)**Haichao Yu, Ning Xu, Zilong Huang et al.*55 citations*
374. **[LRC-BERT: Latent-representation Contrastive Knowledge Distillation for Natural Language Understanding ↗](https://doi.org/10.1609/aaai.v35i14.17518)**Hao Fu, Shaojun Zhou, Qihong Yang et al.*55 citations*
375. **[Multi-Document Transformer for Personality Detection ↗](https://doi.org/10.1609/aaai.v35i16.17673)**Feifan Yang, Xiaojun Quan, Yunyi Yang et al.*55 citations*
376. **[On the Adequacy of Untuned Warmup for Adaptive Optimization ↗](https://doi.org/10.1609/aaai.v35i10.17069)**Jerry Ma, Denis Yarats*55 citations*
377. **[SongMASS: Automatic Song Writing with Pre-training and Alignment Constraint ↗](https://doi.org/10.1609/aaai.v35i15.17626)**Zhonghao Sheng, Kaitao Song, Xu Tan et al.*55 citations*
378. **[Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision ↗](https://doi.org/10.1609/aaai.v35i3.16299)**Rongqin Liang, Yuanman Li, Xia Li et al.*55 citations*
379. **[Time Series Anomaly Detection with Multiresolution Ensemble Decoding ↗](https://doi.org/10.1609/aaai.v35i11.17152)**Lifeng Shen, Zhongzhong Yu, Qianli Ma et al.*55 citations*
380. **[A Theoretical Analysis of the Repetition Problem in Text Generation ↗](https://doi.org/10.1609/aaai.v35i14.17520)**Zihao Fu, Wai Pang Lam, Anthony Man–Cho So et al.*54 citations*
381. **[PoseBlocks: A Toolkit for Creating (and Dancing) with AI ↗](https://doi.org/10.1609/aaai.v35i17.17831)**Brian Jordan, Nisha Devasia, Jenna Hong et al.*54 citations*
382. **[Practical and Rigorous Uncertainty Bounds for Gaussian Process Regression ↗](https://doi.org/10.1609/aaai.v35i8.16912)**Christian Fiedler, Carsten W. Scherer, Sebastian Trimpe*54 citations*
383. **[Revisiting Mahalanobis Distance for Transformer-Based Out-of-Domain Detection ↗](https://doi.org/10.1609/aaai.v35i15.17612)**Alexander Podolskiy, Dmitry Lipin, Andrey Bout et al.*54 citations*
384. **[DUCT: An Upper Confidence Bound Approach to Distributed Constraint Optimization Problems ↗](https://doi.org/10.1609/aaai.v26i1.8129)**Brammert Ottens, Christos Dimitrakakis, Boi V. Faltings*53 citations*
385. **[Disentangled Multi-Relational Graph Convolutional Network for Pedestrian Trajectory Prediction ↗](https://doi.org/10.1609/aaai.v35i2.16174)**Inhwan Bae, Hae‐Gon Jeon*53 citations*
386. **[Mobile Robot Planning to Seek Help with Spatially-Situated Tasks ↗](https://doi.org/10.1609/aaai.v26i1.8386)**Stephanie L. Rosenthal, Manuela Veloso*53 citations*
387. **[Nested Named Entity Recognition with Partially-Observed TreeCRFs ↗](https://doi.org/10.1609/aaai.v35i14.17519)**Yao Fu, Chuanqi Tan, Mosha Chen et al.*53 citations*
388. **[Towards Domain Invariant Single Image Dehazing ↗](https://doi.org/10.1609/aaai.v35i11.17162)**Pranjay Shyam, Kuk‐Jin Yoon, Kyung-Soo Kim*53 citations*
389. **[Unsupervised Detection of Music Boundaries by Time Series Structure Features ↗](https://doi.org/10.1609/aaai.v26i1.8328)**Joan Serrà, Meinard Müller, Peter Grosche et al.*53 citations*
390. **[Enhancing Unsupervised Video Representation Learning by Decoupling the Scene and the Motion ↗](https://doi.org/10.1609/aaai.v35i11.17215)**Jinpeng Wang, Yuting Gao, Ke Li et al.*52 citations*
391. **[Hyperbolic Variational Graph Neural Network for Modeling Dynamic Graphs ↗](https://doi.org/10.1609/aaai.v35i5.16563)**Li Sun, Zhongbao Zhang, Jiawei Zhang et al.*52 citations*
392. **[A Hybrid Algorithm for Coalition Structure Generation ↗](https://doi.org/10.1609/aaai.v26i1.8265)**Talal Rahwan, Tomasz Michalak, Nicholas R. Jennings*51 citations*
393. **[Automated Lay Language Summarization of Biomedical Scientific Reviews ↗](https://doi.org/10.1609/aaai.v35i1.16089)**Yue Guo, Wei Qiu, Yizhong Wang et al.*51 citations*
394. **[DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction Detection ↗](https://doi.org/10.1609/aaai.v35i2.16217)**Hao-Shu Fang, Yichen Xie, Dian Shao et al.*51 citations*
395. **[Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models ↗](https://doi.org/10.1609/aaai.v35i8.16862)**Tong Che, Xiaofeng Liu, Site Li et al.*51 citations*
396. **[Does Head Label Help for Long-Tailed Multi-Label Text Classification ↗](https://doi.org/10.1609/aaai.v35i16.17660)**Lin Xiao, Xiangliang Zhang, Liping Jing et al.*51 citations*
397. **[Goal Recognition with Markov Logic Networks for Player-Adaptive Games ↗](https://doi.org/10.1609/aaai.v26i1.8439)**Eun Young Ha, Jonathan Rowe, Bradford Mott et al.*51 citations*
398. **[Gradient Regularized Contrastive Learning for Continual Domain Adaptation ↗](https://doi.org/10.1609/aaai.v35i3.16370)**Shixiang Tang, Peng Su, Dapeng Chen et al.*51 citations*
399. **[Hierarchical Multiple Kernel Clustering ↗](https://doi.org/10.1609/aaai.v35i10.17051)**Jiyuan Liu, Xinwang Liu, Siwei Wang et al.*51 citations*
400. **[MOTIF-Driven Contrastive Learning of Graph Representations ↗](https://doi.org/10.1609/aaai.v35i18.17986)**Arjun Subramonian*51 citations*

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