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Proceedings of the AAAI Conference on Artificial Intelligence 2022: all accepted papers

1,619 papers · page 2 of 17 · the most cited first · ← Proceedings of the AAAI Conference on Artificial Intelligence 2022

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  1. Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better ↗Sameer Bibikar, Haris Vikalo, Zhangyang Wang et al.97 citations
  2. PureGaze: Purifying Gaze Feature for Generalizable Gaze Estimation ↗Yihua Cheng, Yiwei Bao, Feng Lu96 citations
  3. Conditional Local Convolution for Spatio-Temporal Meteorological Forecasting ↗Haitao Lin, Zhangyang Gao, Yongjie Xu et al.95 citations
  4. Improved Text Classification via Contrastive Adversarial Training ↗Lin Pan, Chung-Wei Hang, Avirup Sil et al.95 citations
  5. SECRET: Self-Consistent Pseudo Label Refinement for Unsupervised Domain Adaptive Person Re-identification ↗Tao He, Leqi Shen, Yuchen Guo et al.95 citations
  6. Sparse MLP for Image Recognition: Is Self-Attention Really Necessary? ↗Chuanxin Tang, Yucheng Zhao, Guangting Wang et al.95 citations
  7. Width & Depth Pruning for Vision Transformers ↗Yu Fang, Kun Huang, Meng Wang et al.95 citations
  8. Knowledge Distillation for Object Detection via Rank Mimicking and Prediction-Guided Feature Imitation ↗Gang Li, Xiang Li, Yujie Wang et al.94 citations
  9. Rethinking Pseudo Labels for Semi-supervised Object Detection ↗Hengduo Li, Zuxuan Wu, Abhinav Shrivastava et al.94 citations
  10. Towards Fine-Grained Reasoning for Fake News Detection ↗Yiqiao Jin, Xiting Wang, Ruichao Yang et al.92 citations
  11. Optimized Potential Initialization for Low-Latency Spiking Neural Networks ↗Tong Bu, Jianhao Ding, Zhaofei Yu et al.91 citations
  12. Clinical-BERT: Vision-Language Pre-training for Radiograph Diagnosis and Reports Generation ↗Bin Yan, Mingtao Pei90 citations
  13. Mutual Contrastive Learning for Visual Representation Learning ↗Chuanguang Yang, Zhulin An, Linhang Cai et al.90 citations
  14. Towards Light-Weight and Real-Time Line Segment Detection ↗Geonmo Gu, Byungsoo Ko, SeoungHyun Go et al.90 citations
  15. Delving into the Local: Dynamic Inconsistency Learning for DeepFake Video Detection ↗Zhihao Gu, Yang Chen, Taiping Yao et al.89 citations
  16. Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation ↗Xuan Gong, Abhishek Sharma, Srikrishna Karanam et al.89 citations
  17. Delivering Trustworthy AI through Formal XAI ↗João P. Marques-Silva, Alexey Ignatiev88 citations
  18. Geometry Interaction Knowledge Graph Embeddings ↗Zongsheng Cao, Qianqian Xu, Zhiyong Yang et al.88 citations
  19. SVT-Net: Super Light-Weight Sparse Voxel Transformer for Large Scale Place Recognition ↗Zhaoxin Fan, Zhenbo Song, Hongyan Liu et al.88 citations
  20. SyncTalkFace: Talking Face Generation with Precise Lip-Syncing via Audio-Lip Memory ↗Se Jin Park, Minsu Kim, Joanna H. Hong et al.87 citations
  21. TA2N: Two-Stage Action Alignment Network for Few-Shot Action Recognition ↗Shuyuan Li, Huabin Liu, Rui Qian et al.87 citations
  22. Less Is More: Pay Less Attention in Vision Transformers ↗Zizheng Pan, Bohan Zhuang, Haoyu He et al.86 citations
  23. TRACER: Extreme Attention Guided Salient Object Tracing Network (Student Abstract) ↗Min Seok Lee, WooSeok Shin, Sung Won Han86 citations
  24. When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism ↗Guangting Wang, Yucheng Zhao, Chuanxin Tang et al.86 citations
  25. Best-Buddy GANs for Highly Detailed Image Super-resolution ↗Wenbo Li, Kun Zhou, Lu Qi et al.85 citations
  26. Contribution-Aware Federated Learning for Smart Healthcare ↗Zelei Liu, Yuanyuan Chen, Yansong Zhao et al.85 citations
  27. FInfer: Frame Inference-Based Deepfake Detection for High-Visual-Quality Videos ↗Juan Hu, Xin Liao, Jinwen Liang et al.84 citations
  28. How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View ↗Ren Li, Yanan Cao, Qiannan Zhu et al.83 citations
  29. MS-HGAT: Memory-Enhanced Sequential Hypergraph Attention Network for Information Diffusion Prediction ↗Ling Sun, Yuan Rao, Xiangbo Zhang et al.82 citations
  30. SCAN: Cross Domain Object Detection with Semantic Conditioned Adaptation ↗Wuyang Li, Xinyu Liu, Xiwen Yao et al.82 citations
  31. Trusted Multi-View Deep Learning with Opinion Aggregation ↗Wei Liu, Xiaodong Yue, Yufei Chen et al.82 citations
  32. Uncertainty Estimation via Response Scaling for Pseudo-Mask Noise Mitigation in Weakly-Supervised Semantic Segmentation ↗Yi Li, Yiqun Duan, Zhanghui Kuang et al.82 citations
  33. FINet: Dual Branches Feature Interaction for Partial-to-Partial Point Cloud Registration ↗Hao Xu, Nianjin Ye, Guanghui Liu et al.80 citations
  34. Self-Supervised Pretraining for RGB-D Salient Object Detection ↗Xiaoqi Zhao, Youwei Pang, Lihe Zhang et al.79 citations
  35. H^2-MIL: Exploring Hierarchical Representation with Heterogeneous Multiple Instance Learning for Whole Slide Image Analysis ↗Wentai Hou, Lequan Yu, Chengxuan Lin et al.78 citations
  36. Local Similarity Pattern and Cost Self-Reassembling for Deep Stereo Matching Networks ↗Biyang Liu, Huimin Yu, Yangqi Long78 citations
  37. Show Your Faith: Cross-Modal Confidence-Aware Network for Image-Text Matching ↗Huatian Zhang, Zhendong Mao, Kun Zhang et al.77 citations
  38. FedInv: Byzantine-Robust Federated Learning by Inversing Local Model Updates ↗Bo Zhao, Peng Sun, Tao Wang et al.76 citations
  39. Multi-Agent Incentive Communication via Decentralized Teammate Modeling ↗Lei Yuan, Jianhao Wang, Fuxiang Zhang et al.76 citations
  40. Tailor Versatile Multi-Modal Learning for Multi-Label Emotion Recognition ↗Yi Zhang, Ming‐Yuan Chen, Jundong Shen et al.76 citations
  41. Up to 100x Faster Data-Free Knowledge Distillation ↗Gongfan Fang, Kanya Mo, Xinchao Wang et al.76 citations
  42. Federated Learning for Face Recognition with Gradient Correction ↗Yifan Niu, Weihong Deng75 citations
  43. KerGNNs: Interpretable Graph Neural Networks with Graph Kernels ↗Aosong Feng, Chenyu You, Shiqiang Wang et al.75 citations
  44. Comprehensive Regularization in a Bi-directional Predictive Network for Video Anomaly Detection ↗Cheng‐Wei Chen, Yuan Xie, Shaohui Lin et al.74 citations
  45. FactorVAE: A Probabilistic Dynamic Factor Model Based on Variational Autoencoder for Predicting Cross-Sectional Stock Returns ↗Yitong Duan, Lei Wang, Qizhong Zhang et al.74 citations
  46. Handwritten Mathematical Expression Recognition via Attention Aggregation Based Bi-directional Mutual Learning ↗Xiaohang Bian, Bo Qin, Xiaozhe Xin et al.74 citations
  47. Demystifying Why Local Aggregation Helps: Convergence Analysis of Hierarchical SGD ↗Jiayi Wang, Shiqiang Wang, Rong‐Rong Chen et al.73 citations
  48. Towards To-a-T Spatio-Temporal Focus for Skeleton-Based Action Recognition ↗Lipeng Ke, Kuan–Chuan Peng, Siwei Lyu73 citations
  49. Adaptive Logit Adjustment Loss for Long-Tailed Visual Recognition ↗Yan Li Zhao, Weicong Chen, Xu Tan et al.72 citations
  50. Explainable Metaphor Identification Inspired by Conceptual Metaphor Theory ↗Mengshi Ge, Rui Mao, Erik Cambria72 citations
  51. Text Gestalt: Stroke-Aware Scene Text Image Super-resolution ↗Jingye Chen, Haiyang Yu, Jianqi Ma et al.72 citations
  52. Un-mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning ↗Zhiqiang Shen, Zechun Liu, Zhuang Liu et al.71 citations
  53. Memory-Guided Semantic Learning Network for Temporal Sentence Grounding ↗Daizong Liu, Xiaoye Qu, Xing Di et al.70 citations
  54. DCAN: Improving Temporal Action Detection via Dual Context Aggregation ↗Guo Chen, Yin-Dong Zheng, Limin Wang et al.69 citations
  55. Delving into Probabilistic Uncertainty for Unsupervised Domain Adaptive Person Re-identification ↗Jian Wei Han, Yali Li, Shengjin Wang69 citations
  56. Mastering the Explicit Opinion-Role Interaction: Syntax-Aided Neural Transition System for Unified Opinion Role Labeling ↗Shengqiong Wu, Hao Fei, Fei Li et al.69 citations
  57. Reference-Guided Pseudo-Label Generation for Medical Semantic Segmentation ↗Constantin Seibold, Simon Reiß, Jens Kleesiek et al.69 citations
  58. ACGNet: Action Complement Graph Network for Weakly-Supervised Temporal Action Localization ↗Zichen Yang, Jie Qin, Di Huang67 citations
  59. Defending against Model Stealing via Verifying Embedded External Features ↗Yiming Li, Linghui Zhu, Xiaojun Jia et al.67 citations
  60. Distinguishing Homophenes Using Multi-Head Visual-Audio Memory for Lip Reading ↗Minsu Kim, Jeong Hun Yeo, Yong Man Ro67 citations
  61. Fuzzy Logic Based Logical Query Answering on Knowledge Graphs ↗Xuelu Chen, Ziniu Hu, Yizhou Sun67 citations
  62. Open Vocabulary Electroencephalography-to-Text Decoding and Zero-Shot Sentiment Classification ↗Zhenhailong Wang, Heng Ji67 citations
  63. Spatio-Temporal Recurrent Networks for Event-Based Optical Flow Estimation ↗Ziluo Ding, Rui Qi Zhao, Jiyuan Zhang et al.67 citations
  64. Structured Semantic Transfer for Multi-Label Recognition with Partial Labels ↗Tianshui Chen, Tao Pu, Hefeng Wu et al.67 citations
  65. MobileFaceSwap: A Lightweight Framework for Video Face Swapping ↗Zhiliang Xu, Zhibin Hong, Changxing Ding et al.66 citations
  66. Block Modeling-Guided Graph Convolutional Neural Networks ↗Dongxiao He, Chundong Liang, Huixin Liu et al.65 citations
  67. Hard to Forget: Poisoning Attacks on Certified Machine Unlearning ↗Neil G. Marchant, Benjamin I. P. Rubinstein, Scott Alfeld65 citations
  68. Multi-Centroid Representation Network for Domain Adaptive Person Re-ID ↗Yuhang Wu, Tengteng Huang, Haotian Yao et al.65 citations
  69. A First Mathematical Runtime Analysis of the Non-dominated Sorting Genetic Algorithm II (NSGA-II) ↗Weijie Zheng, Yufei Liu, Benjamin Doerr64 citations
  70. DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning ↗Xianyuan Zhan, Haoran Xu, Yue Zhang et al.64 citations
  71. Robust Heterogeneous Graph Neural Networks against Adversarial Attacks ↗Mengmei Zhang, Xiao Wang, Meiqi Zhu et al.64 citations
  72. Social Interpretable Tree for Pedestrian Trajectory Prediction ↗Liushuai Shi, Le Wang, Chengjiang Long et al.64 citations
  73. DANets: Deep Abstract Networks for Tabular Data Classification and Regression ↗Jintai Chen, Kuanlun Liao, Yao Wan et al.63 citations
  74. Entropy-Based Logic Explanations of Neural Networks ↗Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini et al.63 citations
  75. Learning Optical Flow with Adaptive Graph Reasoning ↗Ao Luo, Fan Yang, Kunming Luo et al.63 citations
  76. Reliable Inlier Evaluation for Unsupervised Point Cloud Registration ↗Yaqi Shen, Le Hui, Haobo Jiang et al.63 citations
  77. Towards End-to-End Image Compression and Analysis with Transformers ↗Yuanchao Bai, Yang Xu, Xianming Liu et al.63 citations
  78. ADD: Frequency Attention and Multi-View Based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images ↗Le Minh Binh, Simon S. Woo62 citations
  79. DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization ↗Ming Zhong, Yang Liu, Yichong Xu et al.62 citations
  80. Fully Attentional Network for Semantic Segmentation ↗Qi Song, Jie Li, Chenghong Li et al.62 citations
  81. One More Check: Making “Fake Background” Be Tracked Again ↗Chao Liang, Zhipeng Zhang, Zhou Xue et al.62 citations
  82. Pale Transformer: A General Vision Transformer Backbone with Pale-Shaped Attention ↗Sitong Wu, Tianyi Wu, Haoru Tan et al.62 citations
  83. Active Boundary Loss for Semantic Segmentation ↗Chi Wang, Yunke Zhang, Miaomiao Cui et al.61 citations
  84. DIRL: Domain-Invariant Representation Learning for Generalizable Semantic Segmentation ↗Qi Xu, Liang Yao, Zhengkai Jiang et al.61 citations
  85. Degrade Is Upgrade: Learning Degradation for Low-Light Image Enhancement ↗Kui Jiang, Zhongyuan Wang, Zheng Wang et al.61 citations
  86. Efficient Model-Driven Network for Shadow Removal ↗Yurui Zhu, Zeyu Xiao, Yanchi Fang et al.61 citations
  87. ACDNet: Adaptively Combined Dilated Convolution for Monocular Panorama Depth Estimation ↗Chuanqing Zhuang, Zhengda Lu, Yiqun Wang et al.60 citations
  88. Fully Adaptive Framework: Neural Computerized Adaptive Testing for Online Education ↗Yan Zhuang, Qi Liu, Zhenya Huang et al.60 citations
  89. SpreadGNN: Decentralized Multi-Task Federated Learning for Graph Neural Networks on Molecular Data ↗Chaoyang He, Emir Ceyani, Keshav Balasubramanian et al.60 citations
  90. Uncertainty-Driven Dehazing Network ↗Ming Hong, Jianzhuang Liu, Cuihua Li et al.60 citations
  91. Context-Based Contrastive Learning for Scene Text Recognition ↗Xinyun Zhang, Binwu Zhu, Xufeng Yao et al.59 citations
  92. FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles ↗Ana Lučić, Harrie Oosterhuis, Hinda Haned et al.59 citations
  93. Spline-PINN: Approaching PDEs without Data Using Fast, Physics-Informed Hermite-Spline CNNs ↗Nils Wandel, Michael Weinmann, Michael Neidlin et al.59 citations
  94. Denoised Maximum Classifier Discrepancy for Source-Free Unsupervised Domain Adaptation ↗Tong Chu, Yahao Liu, Jinhong Deng et al.58 citations
  95. Efficient Continuous Control with Double Actors and Regularized Critics ↗Jiafei Lyu, Xiaoteng Ma, Jiangpeng Yan et al.58 citations
  96. Reinforcement Learning Based Dynamic Model Combination for Time Series Forecasting ↗Yuwei Fu, Di Wu, Benoît Boulet58 citations
  97. Weakly-Supervised Salient Object Detection Using Point Supervision ↗Shuyong Gao, Wei Zhang, Yan Wang et al.58 citations
  98. MAPDP: Cooperative Multi-Agent Reinforcement Learning to Solve Pickup and Delivery Problems ↗Zefang Zong, Meng Zheng, Yong Li et al.57 citations
  99. PUMA: Performance Unchanged Model Augmentation for Training Data Removal ↗Ga Wu, Masoud Hashemi, Christopher Srinivasa57 citations
  100. CF-DETR: Coarse-to-Fine Transformers for End-to-End Object Detection ↗Xipeng Cao, Peng Yuan, Bailan Feng et al.56 citations

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