Proceedings of the AAAI Conference on Artificial Intelligence 2022: all accepted papers
- UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-Wise Perspective with Transformer ↗Haonan Wang, Peng Cao, Jiaqi Wang et al.1,111 citations
- TS2Vec: Towards Universal Representation of Time Series ↗Zhihan Yue, Yujing Wang, Juanyong Duan et al.802 citations
- FedProto: Federated Prototype Learning across Heterogeneous Clients ↗Yue Tan, Guodong Long, Lu Liu et al.761 citations
- SplitFed: When Federated Learning Meets Split Learning ↗Chandra Thapa, Pathum Chamikara Mahawaga Arachchige, Seyit Ahmet Camtepe et al.720 citations
- Image-Adaptive YOLO for Object Detection in Adverse Weather Conditions ↗Wenyu Liu, Gaofeng Ren, Runsheng Yu et al.604 citations
- Low-Light Image Enhancement with Normalizing Flow ↗Yufei Wang, Renjie Wan, Wenhan Yang et al.533 citations
- TransFG: A Transformer Architecture for Fine-Grained Recognition ↗Ju He, Jie-Neng Chen, Shuai Liu et al.525 citations
- Anchor DETR: Query Design for Transformer-Based Detector ↗Yingming Wang, Xiangyu Zhang, Tong Yang et al.482 citations
- Unified Named Entity Recognition as Word-Word Relation Classification ↗Jingye Li, Hao Fei, Jiang Liu et al.394 citations
- An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA ↗Zhengyuan Yang, Zhe Gan, Jianfeng Wang et al.326 citations
- Shape-Adaptive Selection and Measurement for Oriented Object Detection ↗Liping Hou, Ke Lü, Jian Xue et al.298 citations
- SSAST: Self-Supervised Audio Spectrogram Transformer ↗Yuan Gong, Cheng-I Lai, Yu-An Chung et al.284 citations
- Self-Training Multi-Sequence Learning with Transformer for Weakly Supervised Video Anomaly Detection ↗Shuo Li, Fang Liu, Licheng Jiao280 citations
- I Can Find You! Boundary-Guided Separated Attention Network for Camouflaged Object Detection ↗Hongwei Zhu, Peng Li, Haoran Xie et al.248 citations
- Deep Graph Clustering via Dual Correlation Reduction ↗Yue Liu, Wenxuan Tu, Sihang Zhou et al.237 citations
- Pose-Guided Feature Disentangling for Occluded Person Re-identification Based on Transformer ↗Tao Wang, Hong Liu, Pinhao Song et al.230 citations
- DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism ↗Jinglin Liu, Chengxi Li, Yi Ren et al.219 citations
- Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment ↗Guangxing Han, Shiyuan Huang, Jiawei Ma et al.211 citations
- Attribute-Based Progressive Fusion Network for RGBT Tracking ↗Yun Xiao, Mengmeng Yang, Chenglong Li et al.208 citations
- Vision Transformers Are Robust Learners ↗Sayak Paul, Pin‐Yu Chen208 citations
- Efficient One-Pass Multi-View Subspace Clustering with Consensus Anchors ↗Suyuan Liu, Siwei Wang, Pei Zhang et al.207 citations
- Dual Contrastive Learning for General Face Forgery Detection ↗Ke Sun, Taiping Yao, Chen Shen et al.197 citations
- OctAttention: Octree-Based Large-Scale Contexts Model for Point Cloud Compression ↗Chunyang Fu, Ge Li, Rui Yin Song et al.196 citations
- Towards a Rigorous Evaluation of Time-Series Anomaly Detection ↗Siwon Kim, Kukjin Choi, Hyun-Soo Choi et al.194 citations
- Behind the Curtain: Learning Occluded Shapes for 3D Object Detection ↗Qiangeng Xu, Yiqi Zhong, Ulrich Neumann192 citations
- Evo-ViT: Slow-Fast Token Evolution for Dynamic Vision Transformer ↗Yifan Xu, Zhijie Zhang, Mengdan Zhang et al.192 citations
- Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-Supervised Action Recognition ↗Tianyu Guo, Hong Liu, Zhan Chen et al.180 citations
- TransMEF: A Transformer-Based Multi-Exposure Image Fusion Framework Using Self-Supervised Multi-Task Learning ↗Linhao Qu, Shaolei Liu, Manning Wang et al.179 citations
- Topology-Aware Convolutional Neural Network for Efficient Skeleton-Based Action Recognition ↗Kailin Xu, Fanfan Ye, Qiaoyong Zhong et al.177 citations
- TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs ↗Yushan Liu, Yunpu Ma, Marcel E. Hildebrandt et al.169 citations
- Graph Structure Learning with Variational Information Bottleneck ↗Qingyun Sun, Jianxin Li, Hao Ming Peng et al.162 citations
- HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images ↗Meirui Jiang, Zi-Rui Wang, Qi Dou162 citations
- TransZero: Attribute-Guided Transformer for Zero-Shot Learning ↗Shiming Chen, Ziming Hong, Yang Liu et al.162 citations
- MODNet: Real-Time Trimap-Free Portrait Matting via Objective Decomposition ↗Zhanghan Ke, Jiayu Sun, Kaican Li et al.160 citations
- Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understanding ↗Zizhao Zhang, Han Zhang, Long Zhao et al.159 citations
- SASA: Semantics-Augmented Set Abstraction for Point-Based 3D Object Detection ↗Chen Chen, Zhe Chen, Jing Zhang et al.159 citations
- Exploiting Fine-Grained Face Forgery Clues via Progressive Enhancement Learning ↗Qiqi Gu, Shen Chen, Taiping Yao et al.158 citations
- UFPMP-Det:Toward Accurate and Efficient Object Detection on Drone Imagery ↗Yecheng Huang, Jiaxin Chen, Di Huang157 citations
- End-to-End Transformer Based Model for Image Captioning ↗Yiyu Wang, Jungang Xu, Yingfei Sun156 citations
- Learning Auxiliary Monocular Contexts Helps Monocular 3D Object Detection ↗Xianpeng Liu, Nan Xue, Tianfu Wu156 citations
- Preparing High School Teachers to Integrate AI Methods into STEM Classrooms ↗Irene A. Lee, Beatriz Perret156 citations
- Unsupervised Underwater Image Restoration: From a Homology Perspective ↗Zhenqi Fu, Huangxing Lin, Yang Yan et al.155 citations
- AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators ↗Yihang Yin, Qingzhong Wang, Siyu Huang et al.154 citations
- BROS: A Pre-trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents ↗Teakgyu Hong, Donghyun Kim, Mingi Ji et al.147 citations
- CEM: Commonsense-Aware Empathetic Response Generation ↗Sahand Sabour, Chujie Zheng, Minlie Huang146 citations
- Edge-Aware Guidance Fusion Network for RGB–Thermal Scene Parsing ↗Wujie Zhou, Shaohua Dong, Caie Xu et al.143 citations
- Active Learning for Domain Adaptation: An Energy-Based Approach ↗Binhui Xie, Longhui Yuan, Shuang Li et al.140 citations
- Detail-Preserving Transformer for Light Field Image Super-resolution ↗Shunzhou Wang, Tianfei Zhou, Yao Lu et al.140 citations
- AXM-Net: Implicit Cross-Modal Feature Alignment for Person Re-identification ↗Ammarah Farooq, Muhammad Awais, Josef Kittler et al.138 citations
- AFDetV2: Rethinking the Necessity of the Second Stage for Object Detection from Point Clouds ↗Yihan Hu, Zhuangzhuang Ding, Runzhou Ge et al.137 citations
- Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic Segmentation ↗Jie Qin, Jie Wu, Xuefeng Xiao et al.135 citations
- DanceFormer: Music Conditioned 3D Dance Generation with Parametric Motion Transformer ↗Buyu Li, Yongchi Zhao, Zhelun Shi et al.135 citations
- Negative Sample Matters: A Renaissance of Metric Learning for Temporal Grounding ↗Zhenzhi Wang, Limin Wang, Tao Wu et al.135 citations
- Semantically Contrastive Learning for Low-Light Image Enhancement ↗Dong Liang, Ling Li, Mingqiang Wei et al.132 citations
- FrePGAN: Robust Deepfake Detection Using Frequency-Level Perturbations ↗Yonghyun Jeong, Doyeon Kim, Youngmin Ro et al.131 citations
- Deep Incomplete Multi-View Clustering via Mining Cluster Complementarity ↗Jie Xu, Chao Li, Yazhou Ren et al.129 citations
- Heterogeneity-Aware Twitter Bot Detection with Relational Graph Transformers ↗Shangbin Feng, Zhaoxuan Tan, Rui Li et al.128 citations
- Multi-Modal Answer Validation for Knowledge-Based VQA ↗Jialin Wu, Jiasen Lu, Ashish Sabharwal et al.128 citations
- RETRACTED: Pan-Sharpening with Customized Transformer and Invertible Neural Network ↗Man Zhou, Jie Huang, Yanchi Fang et al.128 citations
- Dynamic Spatial Propagation Network for Depth Completion ↗Yuankai Lin, Tao Cheng, Qi Zhong et al.127 citations
- JAKET: Joint Pre-training of Knowledge Graph and Language Understanding ↗Donghan Yu, Chenguang Zhu, Yiming Yang et al.126 citations
- Contrast and Generation Make BART a Good Dialogue Emotion Recognizer ↗Shimin Li, Hang Yan, Xipeng Qiu124 citations
- LAGConv: Local-Context Adaptive Convolution Kernels with Global Harmonic Bias for Pansharpening ↗Zi-Rong Jin, Tian-Jing Zhang, Tai-Xiang Jiang et al.122 citations
- CMUA-Watermark: A Cross-Model Universal Adversarial Watermark for Combating Deepfakes ↗Hao Huang, Yongtao Wang, Zhaoyu Chen et al.120 citations
- SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds ↗Qingdong He, Zhengning Wang, Hao Zeng et al.120 citations
- Transfer Learning from Synthetic to Real LiDAR Point Cloud for Semantic Segmentation ↗Aoran Xiao, Jiaxing Huang, Dayan Guan et al.120 citations
- A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction ↗Joshua Fan, Junwen Bai, Zhiyun Li et al.119 citations
- DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social Media ↗Mengzhu Sun, Xi Zhang, Jiaqi Zheng et al.119 citations
- A Multi-Agent Reinforcement Learning Approach for Efficient Client Selection in Federated Learning ↗Sai Qian Zhang, Jieyu Lin, Qi Zhang118 citations
- FCA: Learning a 3D Full-Coverage Vehicle Camouflage for Multi-View Physical Adversarial Attack ↗Donghua Wang, Tingsong Jiang, Jialiang Sun et al.117 citations
- FedSoft: Soft Clustered Federated Learning with Proximal Local Updating ↗Yichen Ruan, Carlee Joe‐Wong117 citations
- D-vlog: Multimodal Vlog Dataset for Depression Detection ↗Jeewoo Yoon, Chaewon Kang, Seungbae Kim et al.116 citations
- Deep One-Class Classification via Interpolated Gaussian Descriptor ↗Yuanhong Chen, Yu Tian, Guansong Pang et al.116 citations
- ProtGNN: Towards Self-Explaining Graph Neural Networks ↗Zaixi Zhang, Qi Liu, Hao Wang et al.116 citations
- Simple Unsupervised Graph Representation Learning ↗Yujie Mo, Liang Peng, Jie Xu et al.116 citations
- Zero-Shot Out-of-Distribution Detection Based on the Pre-trained Model CLIP ↗Sepideh Esmaeilpour, Bing Liu, Eric Robertson et al.116 citations
- GeomGCL: Geometric Graph Contrastive Learning for Molecular Property Prediction ↗Shuangli Li, Jingbo Zhou, Tong Xu et al.114 citations
- Knowledge Bridging for Empathetic Dialogue Generation ↗Qintong Li, Piji Li, Zhaochun Ren et al.114 citations
- Towards Transferable Adversarial Attacks on Vision Transformers ↗Zhipeng Wei, Jingjing Chen, Micah Goldblum et al.114 citations
- Powerful Graph Convolutional Networks with Adaptive Propagation Mechanism for Homophily and Heterophily ↗Tao Wang, Di Jin, Rui Wang et al.113 citations
- Video as Conditional Graph Hierarchy for Multi-Granular Question Answering ↗Junbin Xiao, Angela Yao, Zhiyuan Liu et al.113 citations
- CausalGNN: Causal-Based Graph Neural Networks for Spatio-Temporal Epidemic Forecasting ↗Lijing Wang, Aniruddha Adiga, Jiangzhuo Chen et al.112 citations
- Sparse-RS: A Versatile Framework for Query-Efficient Sparse Black-Box Adversarial Attacks ↗Francesco Croce, Maksym Andriushchenko, Naman Deep Singh et al.112 citations
- Frozen Pretrained Transformers as Universal Computation Engines ↗Kevin Lu, Aditya Grover, Pieter Abbeel et al.111 citations
- One-Shot Talking Face Generation from Single-Speaker Audio-Visual Correlation Learning ↗Suzhen Wang, Lincheng Li, Yu Ding et al.111 citations
- GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-supervised Learning and Explicit Policy Injection ↗Wanwei He, Yinpei Dai, Yinhe Zheng et al.109 citations
- ZINB-Based Graph Embedding Autoencoder for Single-Cell RNA-Seq Interpretations ↗Zhuohan Yu, Yifu Lu, Yunhe Wang et al.109 citations
- STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction ↗Jiahao Ji, Jingyuan Wang, Zhe Jiang et al.107 citations
- Efficient Non-local Contrastive Attention for Image Super-resolution ↗Bin Xia, Yucheng Hang, Yapeng Tian et al.106 citations
- Multi-View Intent Disentangle Graph Networks for Bundle Recommendation ↗Sen Zhao, Wei Wei, Ding Zou et al.106 citations
- Molecular Contrastive Learning with Chemical Element Knowledge Graph ↗Fang Yin, Qiang Zhang, Haihong Yang et al.105 citations
- Weakly Supervised Video Moment Localization with Contrastive Negative Sample Mining ↗Minghang Zheng, Yanjie Huang, Qingchao Chen et al.104 citations
- ContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification ↗Junfan Chen, Richong Zhang, Yongyi Mao et al.103 citations
- Do Feature Attribution Methods Correctly Attribute Features? ↗Yilun Zhou, Serena Booth, Marco Túlio Ribeiro et al.103 citations
- TEACh: Task-Driven Embodied Agents That Chat ↗Aishwarya Padmakumar, Jesse Thomason, Ayush Shrivastava et al.103 citations
- Invariant Information Bottleneck for Domain Generalization ↗Binbin Li, Yifei Shen, Yezhen Wang et al.102 citations
- MAPF-LNS2: Fast Repairing for Multi-Agent Path Finding via Large Neighborhood Search ↗Jiaoyang Li, Zhe Chen, Daniel Harabor et al.102 citations
- Feature Distillation Interaction Weighting Network for Lightweight Image Super-resolution ↗Guangwei Gao, Wenjie Li, Juncheng Li et al.101 citations
- Temporal Knowledge Graph Completion Using Box Embeddings ↗Johannes Messner, Ralph Abboud, İsmail İlkan Ceylan100 citations
- Sequence Level Contrastive Learning for Text Summarization ↗Shusheng Xu, Xingxing Zhang, Yi Wu et al.98 citations
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