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NeurIPS 2022: all accepted papers

2,834 papers · page 2 of 29 · the most cited first · ← NeurIPS 2022

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  1. K-Radar: 4D Radar Object Detection for Autonomous Driving in Various Weather Conditions ↗Dong-Hee Paek, Seung-Hyun Kong, Kevin Tirta Wijaya82 citations
  2. ZSON: Zero-Shot Object-Goal Navigation Using Multimodal Goal Embeddings ↗Arjun Majumdar, Gunjan Aggarwal, Bhavika Devnani et al.80 citations
  3. Decoupling Features in Hierarchical Propagation for Video Object Segmentation ↗Zongxin Yang, Yi Ping Yang79 citations
  4. PKD: General Distillation Framework for Object Detectors Via Pearson Correlation Coefficient ↗Weihan Cao, Yifan Zhang, Jianfei Gao et al.78 citations
  5. Coarse-To-Fine Vision-Language Pre-Training with Fusion in the Backbone ↗Zi-Yi Dou, Aishwarya Kamath, Zhe Gan et al.77 citations
  6. FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings ↗Jean Ogier du Terrail, Samy-Safwan Ayed, Edwige Cyffers et al.77 citations
  7. OmniVL: One Foundation Model for Image-Language and Video-Language Tasks ↗Junke Wang, Dongdong Chen, Zuxuan Wu et al.77 citations
  8. Autoregressive Search Engines: Generating Substrings as Document Identifiers ↗Michele Bevilacqua, Giuseppe Ottaviano, Patrick Lewis et al.76 citations
  9. ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models ↗Chunyuan Li, Haotian Liu, Liunian Li et al.75 citations
  10. Attracting and Dispersing: A Simple Approach for Source-Free Domain Adaptation ↗Shiqi Yang, Yaxing Wang, Yaxing Wang et al.73 citations
  11. Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition ↗Yifan Zhang, Bryan Hooi, Lanqing Hong et al.73 citations
  12. Confident Adaptive Language Modeling ↗Tal Schuster, Adam Fisch, Jai Gupta et al.72 citations
  13. FedAvg with Fine Tuning: Local Updates Lead to Representation Learning ↗L. Collins, Hamed Hassani, Aryan Mokhtari et al.72 citations
  14. GMMSeg: Gaussian Mixture Based Generative Semantic Segmentation Models ↗Chen Liang, Wenguan Wang, Jiaxu Miao et al.72 citations
  15. Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization ↗Devansh Arpit, Huan Wang, Yingbo Zhou et al.71 citations
  16. Fully Convolutional One-Stage 3D Object Detection on LiDAR Range Images ↗Zhi Tian, Xiangxiang Chu, Xiaoming Wang et al.71 citations
  17. LasUIE: Unifying Information Extraction with Latent Adaptive Structure-Aware Generative Language Model ↗Hao Fei, Shengqiong Wu, Jingye Li et al.71 citations
  18. Preservation of the Global Knowledge by Not-True Distillation in Federated Learning ↗Gihun Lee, Minchan Jeong, Yongjin Shin et al.71 citations
  19. Dataset Distillation Via Factorization ↗Songhua Liu, Kai Wang, Xinchao Wang et al.70 citations
  20. SemMAE: Semantic-Guided Masking for Learning Masked Autoencoders ↗Gang Li, Heliang Zheng, Daqing Liu et al.70 citations
  21. Convolutional Neural Networks on Graphs with Chebyshev Approximation, Revisited ↗Mingguo He, Zhewei Wei, Ji-Rong Wen68 citations
  22. Matryoshka Representation Learning ↗Aditya Kusupati, Gantavya Bhatt, Aniket Rege et al.68 citations
  23. Pure Transformers Are Powerful Graph Learners ↗Jinwoo Kim, Dat Nguyen, Seonwoo Min et al.68 citations
  24. Defining and Characterizing Reward Hacking ↗Joar Skalse, Nikolaus H. R. Howe, Dmitrii Krasheninnikov et al.67 citations
  25. TwiBot-22: Towards Graph-Based Twitter Bot Detection ↗Shangbin Feng, Zhaoxuan Tan, Herun Wan et al.67 citations
  26. Diffusion Models as Plug-And-Play Priors ↗Alexandros Graikos, Nikolay Malkin, Nebojša Jojić et al.66 citations
  27. Mind the Gap: Understanding the Modality Gap in Multi-Modal Contrastive Representation Learning ↗Weixin Liang, Yuhui Zhang, Yongchan Kwon et al.66 citations
  28. The Unreliability of Explanations in Few-Shot Prompting for Textual ReasoningXi Ye, Greg Durrett66 citations · our summary
  29. ADBench: Anomaly Detection Benchmark ↗Songqiao Han, Xiyang Hu, Hailiang Huang et al.65 citations
  30. GLIF: A Unified Gated Leaky Integrate-And-Fire Neuron for Spiking Neural Networks ↗Xingting Yao, Fanrong Li, Zitao Mo et al.64 citations
  31. Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models ↗Manli Shu, Weili Nie, De-An Huang et al.64 citations
  32. Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos ↗Bowen Baker, Ilge Akkaya, Peter Zhokov et al.64 citations
  33. A Unified Sequence Interface for Vision Tasks ↗Ting Chen, Saurabh Saxena, Lala Li et al.63 citations
  34. Debiased Self-Training for Semi-Supervised Learning ↗Baixu Chen, Junguang Jiang, Ximei Wang et al.63 citations
  35. Fully Sparse 3D Object Detection ↗Lue Fan, Feng Wang, Naiyan Wang et al.63 citations
  36. Behavior Transformers: Cloning k Modes with One Stone ↗Nur Muhammad Mahi Shafiullah, Zichen Cui, Ariuntuya Altanzaya et al.62 citations
  37. DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations ↗Ximeng Sun, Ping Hu, Kate Saenko61 citations
  38. Sequencer: Deep LSTM for Image Classification ↗Yuki Tatsunami, Masato Taki61 citations
  39. Egocentric Video-Language Pretraining ↗Kevin Qinghong Lin, Jinpeng Wang, Mattia Soldan et al.60 citations
  40. Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization ↗Wenhao Gao, Tianfan Fu, Jimeng Sun et al.60 citations
  41. A Neural Corpus Indexer for Document Retrieval ↗Yujing Wang, Yingyan Hou, Haonan Wang et al.59 citations
  42. CARD: Classification and Regression Diffusion Models ↗Xizewen Han, Huangjie Zheng, Mingyuan Zhou59 citations
  43. Data Distributional Properties Drive Emergent In-Context Learning in Transformers ↗Stephanie C. Y. Chan, Adam Santoro, Andrew K. Lampinen et al.59 citations
  44. Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning ↗Elias Frantar, Dan Alistarh59 citations
  45. VoxGRAF: Fast 3D-Aware Image Synthesis with Sparse Voxel Grids ↗Katja Schwarz, Axel Sauer, Michael Niemeyer et al.59 citations
  46. Delving into Out-Of-Distribution Detection with Vision-Language Representations ↗Yifei Ming, Ziyang Cai, Jiuxiang Gu et al.58 citations
  47. Factuality Enhanced Language Models for Open-Ended Text Generation ↗Nayeon Lee, Wei Ping, Peng Xu et al.58 citations
  48. GAUDI: A Neural Architect for Immersive 3D Scene Generation ↗Miguel Ángel Bautista, Pengsheng Guo, Samira Abnar et al.58 citations
  49. HF-NeuS: Improved Surface Reconstruction Using High-Frequency Details ↗Yiqun Wang, Ivan Skorokhodov, Peter Wonka58 citations
  50. SoftPatch: Unsupervised Anomaly Detection with Noisy Data ↗Xi Jiang, Jianlin Liu, Jinbao Wang et al.58 citations
  51. BackdoorBench: A Comprehensive Benchmark of Backdoor Learning ↗Baoyuan Wu, Hongrui Chen, Mingda Zhang et al.57 citations
  52. CyCLIP: Cyclic Contrastive Language-Image Pretraining ↗Shashank Goel, Hritik Bansal, Sumit Bhatia et al.57 citations
  53. Debiasing Graph Neural Networks Via Learning Disentangled Causal Substructure ↗Shaohua Fan, Xiao Wang, Yanhu Mo et al.57 citations
  54. Diffusion-LM Improves Controllable Text Generation ↗Xiang Yuan Li, John Thickstun, Ishaan Gulrajani et al.57 citations
  55. Language Models with Image Descriptors Are Strong Few-Shot Video-Language Learners ↗Zhenhailong Wang, Manling Li, Ruochen Xu et al.57 citations
  56. EpiGRAF: Rethinking Training of 3D GANs ↗Ivan Skorokhodov, Sergey Tulyakov, Yiqun Wang et al.56 citations
  57. Shape, Light, and Material Decomposition from Images Using Monte Carlo Rendering and Denoising ↗Jon Hasselgren, Nikolai Hofmann, Jacob Munkberg56 citations
  58. Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement ↗Yan Li, Yan Li, Yaqing Wang et al.55 citations
  59. NOTE: Robust Continual Test-Time Adaptation Against Temporal Correlation ↗Taesik Gong, Jongheon Jeong, Taewon Kim et al.55 citations
  60. PEER: A Comprehensive and Multi-Task Benchmark for Protein Sequence Understanding ↗Minghao Xu, Zuobai Zhang, Jiarui Lu et al.55 citations
  61. TAP-Vid: A Benchmark for Tracking Any Point in a Video ↗Carl Doersch, Ankush Gupta, Larisa Markeeva et al.55 citations
  62. DeVRF: Fast Deformable Voxel Radiance Fields for Dynamic Scenes ↗Jia-Wei Liu, Yan-Pei Cao, Weijia Mao et al.54 citations
  63. Neural Temporal Walks: Motif-Aware Representation Learning on Continuous-Time Dynamic Graphs ↗Ming Jin, Yuan-Fang Li, Shirui Pan54 citations
  64. VITA: Video Instance Segmentation Via Object Token Association ↗Miran Heo, Sukjun Hwang, Seoung Wug Oh et al.54 citations
  65. DENSE: Data-Free One-Shot Federated Learning ↗Jie Zhang, Chen Chen, Bo Li et al.53 citations
  66. LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks ↗Tuan Dinh, Yuchen Zeng, Ruisu Zhang et al.53 citations
  67. Memorization Without Overfitting: Analyzing the Training Dynamics of Large Language ModelsKushal Tirumala, Aram Markosyan, Luke Zettlemoyer et al.53 citations · our summary
  68. No Free Lunch from Deep Learning in Neuroscience: A Case Study Through Models of the Entorhinal-Hippocampal Circuit ↗Rylan Schaeffer, Mikail Khona, Ila Fiete53 citations
  69. Picking on the Same Person: Does Algorithmic Monoculture Lead to Outcome Homogenization? ↗Rishi Bommasani, Kathleen Creel, Ananya Kumar et al.53 citations
  70. Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution ↗Leon Hetzel, Simon Boehm, Niki Kilbertus et al.53 citations
  71. REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering ↗Yuanze Lin, Yujia Xie, Dongdong Chen et al.53 citations
  72. TransTab: Learning Transferable Tabular Transformers Across Tables ↗Zifeng Wang, Jimeng Sun53 citations
  73. Periodic Graph Transformers for Crystal Material Property Prediction ↗Keqiang Yan, Yuchao Lin, Yuchao Lin et al.52 citations
  74. PyramidCLIP: Hierarchical Feature Alignment for Vision-Language Model Pretraining ↗Yuting Gao, Jinfeng Liu, Zihan Xu et al.52 citations
  75. Semi-Supervised Semantic Segmentation with Prototype-Based Consistency Regularization ↗Haiming Xu, Lingqiao Liu, Qiuchen Bian et al.52 citations
  76. D2NeRF: Self-Supervised Decoupling of Dynamic and Static Objects from a Monocular Video ↗Tianhao Wu, Fangcheng Zhong, Andrea Tagliasacchi et al.51 citations
  77. Earthformer: Exploring Space-Time Transformers for Earth System Forecasting ↗Zhihan Gao, Xingjian Shi, Hao Wang et al.51 citations
  78. Test-Time Training with Masked Autoencoders ↗Yossi Gandelsman, Yu Sun, Xinlei Chen et al.51 citations
  79. VCT: A Video Compression Transformer ↗Fabian Mentzer, George D. Toderici, David C. Minnen et al.51 citations
  80. BOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs ↗Kay Liu, Yingtong Dou, Yue Zhao et al.50 citations
  81. Towards Better Evaluation for Dynamic Link Prediction ↗Farimah Poursafaei, Shenyang Huang, Kellin Pelrine et al.50 citations
  82. USB: A Unified Semi-Supervised Learning Benchmark for Classification ↗Yidong Wang, Hao Chen, Yue Fan et al.50 citations
  83. CAGroup3D: Class-Aware Grouping for 3D Object Detection on Point Clouds ↗Haiyang Wang, Lihe Ding, Shaocong Dong et al.49 citations
  84. OnePose++: Keypoint-Free One-Shot Object Pose Estimation Without CAD Models ↗Xingyi He, Jiaming Sun, Yuang Wang et al.49 citations
  85. PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds ↗Aoran Xiao, Jiaxing Huang, Dayan Guan et al.49 citations
  86. SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training ↗Enmao Diao, Jie Ding, Vahid Tarokh49 citations
  87. Align Then Fusion: Generalized Large-Scale Multi-View Clustering with Anchor Matching Correspondences ↗Siwei Wang, Xinwang Liu, Suyuan Liu et al.48 citations
  88. Generative Neural Articulated Radiance Fields ↗Alexander W. Bergman, Petr Kellnhofer, Yifan Wang et al.48 citations
  89. Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation ↗Yuanwei Liu, Nian Liu, Xiwen Yao et al.48 citations
  90. K-LITE: Learning Transferable Visual Models with External Knowledge ↗Sheng Shen, Chunyuan Li, Xiaowei Hu et al.48 citations
  91. Theseus: A Library for Differentiable Nonlinear Optimization ↗Luis Pineda, Taosha Fan, Maurizio Monge et al.48 citations
  92. Bi-Directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification ↗Linhao Qu, Xiaoyuan Luo, Manning Wang et al.47 citations
  93. Bridging the Gap Between Vision Transformers and Convolutional Neural Networks on Small Datasets ↗Chuanbin Liu, Hongtao Xie, Chuanbin Liu et al.47 citations
  94. Rethinking Alignment in Video Super-Resolution Transformers ↗Shuwei Shi, Jinjin Gu, Liangbin Xie et al.47 citations
  95. Toward a Realistic Model of Speech Processing in the Brain with Self-Supervised Learning ↗Juliette Millet, Charlotte Caucheteux, Pierre Orhan et al.47 citations
  96. Wukong: A 100 Million Large-Scale Chinese Cross-Modal Pre-Training Benchmark ↗Jiaxi Gu, Xiaojun Meng, Guansong Lu et al.47 citations
  97. COLD Decoding: Energy-Based Constrained Text Generation with Langevin Dynamics ↗Lianhui Qin, Sean Welleck, Daniel Khashabi et al.46 citations
  98. Divide and Contrast: Source-Free Domain Adaptation Via Adaptive Contrastive Learning ↗Ziyi Zhang, Weikai Chen, Hui Cheng et al.46 citations
  99. How Powerful Are K-Hop Message Passing Graph Neural Networks ↗Jiarui Feng, Yixin Chen, Fuhai Li et al.46 citations
  100. Merging Models with Fisher-Weighted AveragingMichael S Matena, Colin Raffel46 citations · our summary

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