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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](https://md.research.elamur.ai/free/en/venues/proceedings-of-the-aaai-conference-on-artificial-intelligence/2022/)

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101. **[Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better ↗](https://doi.org/10.1609/aaai.v36i6.20555)**Sameer Bibikar, Haris Vikalo, Zhangyang Wang et al.*97 citations*
102. **[PureGaze: Purifying Gaze Feature for Generalizable Gaze Estimation ↗](https://doi.org/10.1609/aaai.v36i1.19921)**Yihua Cheng, Yiwei Bao, Feng Lu*96 citations*
103. **[Conditional Local Convolution for Spatio-Temporal Meteorological Forecasting ↗](https://doi.org/10.1609/aaai.v36i7.20711)**Haitao Lin, Zhangyang Gao, Yongjie Xu et al.*95 citations*
104. **[Improved Text Classification via Contrastive Adversarial Training ↗](https://doi.org/10.1609/aaai.v36i10.21362)**Lin Pan, Chung-Wei Hang, Avirup Sil et al.*95 citations*
105. **[SECRET: Self-Consistent Pseudo Label Refinement for Unsupervised Domain Adaptive Person Re-identification ↗](https://doi.org/10.1609/aaai.v36i1.19970)**Tao He, Leqi Shen, Yuchen Guo et al.*95 citations*
106. **[Sparse MLP for Image Recognition: Is Self-Attention Really Necessary? ↗](https://doi.org/10.1609/aaai.v36i2.20133)**Chuanxin Tang, Yucheng Zhao, Guangting Wang et al.*95 citations*
107. **[Width & Depth Pruning for Vision Transformers ↗](https://doi.org/10.1609/aaai.v36i3.20222)**Yu Fang, Kun Huang, Meng Wang et al.*95 citations*
108. **[Knowledge Distillation for Object Detection via Rank Mimicking and Prediction-Guided Feature Imitation ↗](https://doi.org/10.1609/aaai.v36i2.20018)**Gang Li, Xiang Li, Yujie Wang et al.*94 citations*
109. **[Rethinking Pseudo Labels for Semi-supervised Object Detection ↗](https://doi.org/10.1609/aaai.v36i2.20019)**Hengduo Li, Zuxuan Wu, Abhinav Shrivastava et al.*94 citations*
110. **[Towards Fine-Grained Reasoning for Fake News Detection ↗](https://doi.org/10.1609/aaai.v36i5.20517)**Yiqiao Jin, Xiting Wang, Ruichao Yang et al.*92 citations*
111. **[Optimized Potential Initialization for Low-Latency Spiking Neural Networks ↗](https://doi.org/10.1609/aaai.v36i1.19874)**Tong Bu, Jianhao Ding, Zhaofei Yu et al.*91 citations*
112. **[Clinical-BERT: Vision-Language Pre-training for Radiograph Diagnosis and Reports Generation ↗](https://doi.org/10.1609/aaai.v36i3.20204)**Bin Yan, Mingtao Pei*90 citations*
113. **[Mutual Contrastive Learning for Visual Representation Learning ↗](https://doi.org/10.1609/aaai.v36i3.20211)**Chuanguang Yang, Zhulin An, Linhang Cai et al.*90 citations*
114. **[Towards Light-Weight and Real-Time Line Segment Detection ↗](https://doi.org/10.1609/aaai.v36i1.19953)**Geonmo Gu, Byungsoo Ko, SeoungHyun Go et al.*90 citations*
115. **[Delving into the Local: Dynamic Inconsistency Learning for DeepFake Video Detection ↗](https://doi.org/10.1609/aaai.v36i1.19955)**Zhihao Gu, Yang Chen, Taiping Yao et al.*89 citations*
116. **[Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation ↗](https://doi.org/10.1609/aaai.v36i11.21446)**Xuan Gong, Abhishek Sharma, Srikrishna Karanam et al.*89 citations*
117. **[Delivering Trustworthy AI through Formal XAI ↗](https://doi.org/10.1609/aaai.v36i11.21499)**João P. Marques-Silva, Alexey Ignatiev*88 citations*
118. **[Geometry Interaction Knowledge Graph Embeddings ↗](https://doi.org/10.1609/aaai.v36i5.20491)**Zongsheng Cao, Qianqian Xu, Zhiyong Yang et al.*88 citations*
119. **[SVT-Net: Super Light-Weight Sparse Voxel Transformer for Large Scale Place Recognition ↗](https://doi.org/10.1609/aaai.v36i1.19934)**Zhaoxin Fan, Zhenbo Song, Hongyan Liu et al.*88 citations*
120. **[SyncTalkFace: Talking Face Generation with Precise Lip-Syncing via Audio-Lip Memory ↗](https://doi.org/10.1609/aaai.v36i2.20102)**Se Jin Park, Minsu Kim, Joanna H. Hong et al.*87 citations*
121. **[TA2N: Two-Stage Action Alignment Network for Few-Shot Action Recognition ↗](https://doi.org/10.1609/aaai.v36i2.20029)**Shuyuan Li, Huabin Liu, Rui Qian et al.*87 citations*
122. **[Less Is More: Pay Less Attention in Vision Transformers ↗](https://doi.org/10.1609/aaai.v36i2.20099)**Zizheng Pan, Bohan Zhuang, Haoyu He et al.*86 citations*
123. **[TRACER: Extreme Attention Guided Salient Object Tracing Network (Student Abstract) ↗](https://doi.org/10.1609/aaai.v36i11.21633)**Min Seok Lee, WooSeok Shin, Sung Won Han*86 citations*
124. **[When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism ↗](https://doi.org/10.1609/aaai.v36i2.20142)**Guangting Wang, Yucheng Zhao, Chuanxin Tang et al.*86 citations*
125. **[Best-Buddy GANs for Highly Detailed Image Super-resolution ↗](https://doi.org/10.1609/aaai.v36i2.20030)**Wenbo Li, Kun Zhou, Lu Qi et al.*85 citations*
126. **[Contribution-Aware Federated Learning for Smart Healthcare ↗](https://doi.org/10.1609/aaai.v36i11.21505)**Zelei Liu, Yuanyuan Chen, Yansong Zhao et al.*85 citations*
127. **[FInfer: Frame Inference-Based Deepfake Detection for High-Visual-Quality Videos ↗](https://doi.org/10.1609/aaai.v36i1.19978)**Juan Hu, Xin Liao, Jinwen Liang et al.*84 citations*
128. **[How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View ↗](https://doi.org/10.1609/aaai.v36i5.20521)**Ren Li, Yanan Cao, Qiannan Zhu et al.*83 citations*
129. **[MS-HGAT: Memory-Enhanced Sequential Hypergraph Attention Network for Information Diffusion Prediction ↗](https://doi.org/10.1609/aaai.v36i4.20334)**Ling Sun, Yuan Rao, Xiangbo Zhang et al.*82 citations*
130. **[SCAN: Cross Domain Object Detection with Semantic Conditioned Adaptation ↗](https://doi.org/10.1609/aaai.v36i2.20031)**Wuyang Li, Xinyu Liu, Xiwen Yao et al.*82 citations*
131. **[Trusted Multi-View Deep Learning with Opinion Aggregation ↗](https://doi.org/10.1609/aaai.v36i7.20724)**Wei Liu, Xiaodong Yue, Yufei Chen et al.*82 citations*
132. **[Uncertainty Estimation via Response Scaling for Pseudo-Mask Noise Mitigation in Weakly-Supervised Semantic Segmentation ↗](https://doi.org/10.1609/aaai.v36i2.20034)**Yi Li, Yiqun Duan, Zhanghui Kuang et al.*82 citations*
133. **[FINet: Dual Branches Feature Interaction for Partial-to-Partial Point Cloud Registration ↗](https://doi.org/10.1609/aaai.v36i3.20189)**Hao Xu, Nianjin Ye, Guanghui Liu et al.*80 citations*
134. **[Self-Supervised Pretraining for RGB-D Salient Object Detection ↗](https://doi.org/10.1609/aaai.v36i3.20257)**Xiaoqi Zhao, Youwei Pang, Lihe Zhang et al.*79 citations*
135. **[H^2-MIL: Exploring Hierarchical Representation with Heterogeneous Multiple Instance Learning for Whole Slide Image Analysis ↗](https://doi.org/10.1609/aaai.v36i1.19976)**Wentai Hou, Lequan Yu, Chengxuan Lin et al.*78 citations*
136. **[Local Similarity Pattern and Cost Self-Reassembling for Deep Stereo Matching Networks ↗](https://doi.org/10.1609/aaai.v36i2.20056)**Biyang Liu, Huimin Yu, Yangqi Long*78 citations*
137. **[Show Your Faith: Cross-Modal Confidence-Aware Network for Image-Text Matching ↗](https://doi.org/10.1609/aaai.v36i3.20235)**Huatian Zhang, Zhendong Mao, Kun Zhang et al.*77 citations*
138. **[FedInv: Byzantine-Robust Federated Learning by Inversing Local Model Updates ↗](https://doi.org/10.1609/aaai.v36i8.20903)**Bo Zhao, Peng Sun, Tao Wang et al.*76 citations*
139. **[Multi-Agent Incentive Communication via Decentralized Teammate Modeling ↗](https://doi.org/10.1609/aaai.v36i9.21179)**Lei Yuan, Jianhao Wang, Fuxiang Zhang et al.*76 citations*
140. **[Tailor Versatile Multi-Modal Learning for Multi-Label Emotion Recognition ↗](https://doi.org/10.1609/aaai.v36i8.20895)**Yi Zhang, Ming‐Yuan Chen, Jundong Shen et al.*76 citations*
141. **[Up to 100x Faster Data-Free Knowledge Distillation ↗](https://doi.org/10.1609/aaai.v36i6.20613)**Gongfan Fang, Kanya Mo, Xinchao Wang et al.*76 citations*
142. **[Federated Learning for Face Recognition with Gradient Correction ↗](https://doi.org/10.1609/aaai.v36i2.20095)**Yifan Niu, Weihong Deng*75 citations*
143. **[KerGNNs: Interpretable Graph Neural Networks with Graph Kernels ↗](https://doi.org/10.1609/aaai.v36i6.20615)**Aosong Feng, Chenyu You, Shiqiang Wang et al.*75 citations*
144. **[Comprehensive Regularization in a Bi-directional Predictive Network for Video Anomaly Detection ↗](https://doi.org/10.1609/aaai.v36i1.19898)**Cheng‐Wei Chen, Yuan Xie, Shaohui Lin et al.*74 citations*
145. **[FactorVAE: A Probabilistic Dynamic Factor Model Based on Variational Autoencoder for Predicting Cross-Sectional Stock Returns ↗](https://doi.org/10.1609/aaai.v36i4.20369)**Yitong Duan, Lei Wang, Qizhong Zhang et al.*74 citations*
146. **[Handwritten Mathematical Expression Recognition via Attention Aggregation Based Bi-directional Mutual Learning ↗](https://doi.org/10.1609/aaai.v36i1.19885)**Xiaohang Bian, Bo Qin, Xiaozhe Xin et al.*74 citations*
147. **[Demystifying Why Local Aggregation Helps: Convergence Analysis of Hierarchical SGD ↗](https://doi.org/10.1609/aaai.v36i8.20832)**Jiayi Wang, Shiqiang Wang, Rong‐Rong Chen et al.*73 citations*
148. **[Towards To-a-T Spatio-Temporal Focus for Skeleton-Based Action Recognition ↗](https://doi.org/10.1609/aaai.v36i1.19998)**Lipeng Ke, Kuan–Chuan Peng, Siwei Lyu*73 citations*
149. **[Adaptive Logit Adjustment Loss for Long-Tailed Visual Recognition ↗](https://doi.org/10.1609/aaai.v36i3.20258)**Yan Li Zhao, Weicong Chen, Xu Tan et al.*72 citations*
150. **[Explainable Metaphor Identification Inspired by Conceptual Metaphor Theory ↗](https://doi.org/10.1609/aaai.v36i10.21313)**Mengshi Ge, Rui Mao, Erik Cambria*72 citations*
151. **[Text Gestalt: Stroke-Aware Scene Text Image Super-resolution ↗](https://doi.org/10.1609/aaai.v36i1.19904)**Jingye Chen, Haiyang Yu, Jianqi Ma et al.*72 citations*
152. **[Un-mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning ↗](https://doi.org/10.1609/aaai.v36i2.20119)**Zhiqiang Shen, Zechun Liu, Zhuang Liu et al.*71 citations*
153. **[Memory-Guided Semantic Learning Network for Temporal Sentence Grounding ↗](https://doi.org/10.1609/aaai.v36i2.20058)**Daizong Liu, Xiaoye Qu, Xing Di et al.*70 citations*
154. **[DCAN: Improving Temporal Action Detection via Dual Context Aggregation ↗](https://doi.org/10.1609/aaai.v36i1.19900)**Guo Chen, Yin-Dong Zheng, Limin Wang et al.*69 citations*
155. **[Delving into Probabilistic Uncertainty for Unsupervised Domain Adaptive Person Re-identification ↗](https://doi.org/10.1609/aaai.v36i1.19960)**Jian Wei Han, Yali Li, Shengjin Wang*69 citations*
156. **[Mastering the Explicit Opinion-Role Interaction: Syntax-Aided Neural Transition System for Unified Opinion Role Labeling ↗](https://doi.org/10.1609/aaai.v36i10.21404)**Shengqiong Wu, Hao Fei, Fei Li et al.*69 citations*
157. **[Reference-Guided Pseudo-Label Generation for Medical Semantic Segmentation ↗](https://doi.org/10.1609/aaai.v36i2.20114)**Constantin Seibold, Simon Reiß, Jens Kleesiek et al.*69 citations*
158. **[ACGNet: Action Complement Graph Network for Weakly-Supervised Temporal Action Localization ↗](https://doi.org/10.1609/aaai.v36i3.20216)**Zichen Yang, Jie Qin, Di Huang*67 citations*
159. **[Defending against Model Stealing via Verifying Embedded External Features ↗](https://doi.org/10.1609/aaai.v36i2.20036)**Yiming Li, Linghui Zhu, Xiaojun Jia et al.*67 citations*
160. **[Distinguishing Homophenes Using Multi-Head Visual-Audio Memory for Lip Reading ↗](https://doi.org/10.1609/aaai.v36i1.20003)**Minsu Kim, Jeong Hun Yeo, Yong Man Ro*67 citations*
161. **[Fuzzy Logic Based Logical Query Answering on Knowledge Graphs ↗](https://doi.org/10.1609/aaai.v36i4.20310)**Xuelu Chen, Ziniu Hu, Yizhou Sun*67 citations*
162. **[Open Vocabulary Electroencephalography-to-Text Decoding and Zero-Shot Sentiment Classification ↗](https://doi.org/10.1609/aaai.v36i5.20472)**Zhenhailong Wang, Heng Ji*67 citations*
163. **[Spatio-Temporal Recurrent Networks for Event-Based Optical Flow Estimation ↗](https://doi.org/10.1609/aaai.v36i1.19931)**Ziluo Ding, Rui Qi Zhao, Jiyuan Zhang et al.*67 citations*
164. **[Structured Semantic Transfer for Multi-Label Recognition with Partial Labels ↗](https://doi.org/10.1609/aaai.v36i1.19910)**Tianshui Chen, Tao Pu, Hefeng Wu et al.*67 citations*
165. **[MobileFaceSwap: A Lightweight Framework for Video Face Swapping ↗](https://doi.org/10.1609/aaai.v36i3.20203)**Zhiliang Xu, Zhibin Hong, Changxing Ding et al.*66 citations*
166. **[Block Modeling-Guided Graph Convolutional Neural Networks ↗](https://doi.org/10.1609/aaai.v36i4.20319)**Dongxiao He, Chundong Liang, Huixin Liu et al.*65 citations*
167. **[Hard to Forget: Poisoning Attacks on Certified Machine Unlearning ↗](https://doi.org/10.1609/aaai.v36i7.20736)**Neil G. Marchant, Benjamin I. P. Rubinstein, Scott Alfeld*65 citations*
168. **[Multi-Centroid Representation Network for Domain Adaptive Person Re-ID ↗](https://doi.org/10.1609/aaai.v36i3.20178)**Yuhang Wu, Tengteng Huang, Haotian Yao et al.*65 citations*
169. **[A First Mathematical Runtime Analysis of the Non-dominated Sorting Genetic Algorithm II (NSGA-II) ↗](https://doi.org/10.1609/aaai.v36i9.21283)**Weijie Zheng, Yufei Liu, Benjamin Doerr*64 citations*
170. **[DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning ↗](https://doi.org/10.1609/aaai.v36i4.20393)**Xianyuan Zhan, Haoran Xu, Yue Zhang et al.*64 citations*
171. **[Robust Heterogeneous Graph Neural Networks against Adversarial Attacks ↗](https://doi.org/10.1609/aaai.v36i4.20357)**Mengmei Zhang, Xiao Wang, Meiqi Zhu et al.*64 citations*
172. **[Social Interpretable Tree for Pedestrian Trajectory Prediction ↗](https://doi.org/10.1609/aaai.v36i2.20121)**Liushuai Shi, Le Wang, Chengjiang Long et al.*64 citations*
173. **[DANets: Deep Abstract Networks for Tabular Data Classification and Regression ↗](https://doi.org/10.1609/aaai.v36i4.20309)**Jintai Chen, Kuanlun Liao, Yao Wan et al.*63 citations*
174. **[Entropy-Based Logic Explanations of Neural Networks ↗](https://doi.org/10.1609/aaai.v36i6.20551)**Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini et al.*63 citations*
175. **[Learning Optical Flow with Adaptive Graph Reasoning ↗](https://doi.org/10.1609/aaai.v36i2.20083)**Ao Luo, Fan Yang, Kunming Luo et al.*63 citations*
176. **[Reliable Inlier Evaluation for Unsupervised Point Cloud Registration ↗](https://doi.org/10.1609/aaai.v36i2.20117)**Yaqi Shen, Le Hui, Haobo Jiang et al.*63 citations*
177. **[Towards End-to-End Image Compression and Analysis with Transformers ↗](https://doi.org/10.1609/aaai.v36i1.19884)**Yuanchao Bai, Yang Xu, Xianming Liu et al.*63 citations*
178. **[ADD: Frequency Attention and Multi-View Based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images ↗](https://doi.org/10.1609/aaai.v36i1.19886)**Le Minh Binh, Simon S. Woo*62 citations*
179. **[DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization ↗](https://doi.org/10.1609/aaai.v36i10.21432)**Ming Zhong, Yang Liu, Yichong Xu et al.*62 citations*
180. **[Fully Attentional Network for Semantic Segmentation ↗](https://doi.org/10.1609/aaai.v36i2.20126)**Qi Song, Jie Li, Chenghong Li et al.*62 citations*
181. **[One More Check: Making “Fake Background” Be Tracked Again ↗](https://doi.org/10.1609/aaai.v36i2.20045)**Chao Liang, Zhipeng Zhang, Zhou Xue et al.*62 citations*
182. **[Pale Transformer: A General Vision Transformer Backbone with Pale-Shaped Attention ↗](https://doi.org/10.1609/aaai.v36i3.20176)**Sitong Wu, Tianyi Wu, Haoru Tan et al.*62 citations*
183. **[Active Boundary Loss for Semantic Segmentation ↗](https://doi.org/10.1609/aaai.v36i2.20139)**Chi Wang, Yunke Zhang, Miaomiao Cui et al.*61 citations*
184. **[DIRL: Domain-Invariant Representation Learning for Generalizable Semantic Segmentation ↗](https://doi.org/10.1609/aaai.v36i3.20193)**Qi Xu, Liang Yao, Zhengkai Jiang et al.*61 citations*
185. **[Degrade Is Upgrade: Learning Degradation for Low-Light Image Enhancement ↗](https://doi.org/10.1609/aaai.v36i1.19992)**Kui Jiang, Zhongyuan Wang, Zheng Wang et al.*61 citations*
186. **[Efficient Model-Driven Network for Shadow Removal ↗](https://doi.org/10.1609/aaai.v36i3.20276)**Yurui Zhu, Zeyu Xiao, Yanchi Fang et al.*61 citations*
187. **[ACDNet: Adaptively Combined Dilated Convolution for Monocular Panorama Depth Estimation ↗](https://doi.org/10.1609/aaai.v36i3.20278)**Chuanqing Zhuang, Zhengda Lu, Yiqun Wang et al.*60 citations*
188. **[Fully Adaptive Framework: Neural Computerized Adaptive Testing for Online Education ↗](https://doi.org/10.1609/aaai.v36i4.20399)**Yan Zhuang, Qi Liu, Zhenya Huang et al.*60 citations*
189. **[SpreadGNN: Decentralized Multi-Task Federated Learning for Graph Neural Networks on Molecular Data ↗](https://doi.org/10.1609/aaai.v36i6.20643)**Chaoyang He, Emir Ceyani, Keshav Balasubramanian et al.*60 citations*
190. **[Uncertainty-Driven Dehazing Network ↗](https://doi.org/10.1609/aaai.v36i1.19973)**Ming Hong, Jianzhuang Liu, Cuihua Li et al.*60 citations*
191. **[Context-Based Contrastive Learning for Scene Text Recognition ↗](https://doi.org/10.1609/aaai.v36i3.20245)**Xinyun Zhang, Binwu Zhu, Xufeng Yao et al.*59 citations*
192. **[FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles ↗](https://doi.org/10.1609/aaai.v36i5.20468)**Ana Lučić, Harrie Oosterhuis, Hinda Haned et al.*59 citations*
193. **[Spline-PINN: Approaching PDEs without Data Using Fast, Physics-Informed Hermite-Spline CNNs ↗](https://doi.org/10.1609/aaai.v36i8.20830)**Nils Wandel, Michael Weinmann, Michael Neidlin et al.*59 citations*
194. **[Denoised Maximum Classifier Discrepancy for Source-Free Unsupervised Domain Adaptation ↗](https://doi.org/10.1609/aaai.v36i1.19925)**Tong Chu, Yahao Liu, Jinhong Deng et al.*58 citations*
195. **[Efficient Continuous Control with Double Actors and Regularized Critics ↗](https://doi.org/10.1609/aaai.v36i7.20732)**Jiafei Lyu, Xiaoteng Ma, Jiangpeng Yan et al.*58 citations*
196. **[Reinforcement Learning Based Dynamic Model Combination for Time Series Forecasting ↗](https://doi.org/10.1609/aaai.v36i6.20618)**Yuwei Fu, Di Wu, Benoît Boulet*58 citations*
197. **[Weakly-Supervised Salient Object Detection Using Point Supervision ↗](https://doi.org/10.1609/aaai.v36i1.19947)**Shuyong Gao, Wei Zhang, Yan Wang et al.*58 citations*
198. **[MAPDP: Cooperative Multi-Agent Reinforcement Learning to Solve Pickup and Delivery Problems ↗](https://doi.org/10.1609/aaai.v36i9.21236)**Zefang Zong, Meng Zheng, Yong Li et al.*57 citations*
199. **[PUMA: Performance Unchanged Model Augmentation for Training Data Removal ↗](https://doi.org/10.1609/aaai.v36i8.20846)**Ga Wu, Masoud Hashemi, Christopher Srinivasa*57 citations*
200. **[CF-DETR: Coarse-to-Fine Transformers for End-to-End Object Detection ↗](https://doi.org/10.1609/aaai.v36i1.19893)**Xipeng Cao, Peng Yuan, Bailan Feng et al.*56 citations*

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