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NeurIPS 2022: all accepted papers

2,834 papers · page 4 of 29 · the most cited first · ← NeurIPS 2022

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  1. Multi-Game Decision Transformers ↗Kuang-Huei Lee, Ofir Nachum, Mengjiao Sherry Yang et al.31 citations
  2. OpenOOD: Benchmarking Generalized Out-Of-Distribution Detection ↗Jingkang Yang, Pengyun Wang, Dejian Zou et al.31 citations
  3. Outlier Suppression: Pushing the Limit of Low-Bit Transformer Language Models ↗Xiuying Wei, Yunchen Zhang, Xiangguo Zhang et al.31 citations
  4. Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions ↗Masanobu Horie, Naoto Mitsume31 citations
  5. The Privacy Onion Effect: Memorization is Relative ↗Nicholas Carlini, Matthew Jagielski, Chiyuan Zhang et al.31 citations
  6. Touch and Go: Learning from Human-Collected Vision and Touch ↗Fengyu Yang, Chenyang Ma, Jiacheng Zhang et al.31 citations
  7. Truncated Proposals for Scalable and Hassle-Free Simulation-Based Inference ↗Michael Deistler, Pedro J. Gonçalves, Jakob H. Macke31 citations
  8. Block-Recurrent Transformers ↗DeLesley S. Hutchins, Imanol Schlag, Yuhuai Wu et al.30 citations
  9. Contrastive Language-Image Pre-Training with Knowledge Graphs ↗Xuran Pan, Tianzhu Ye, Dongchen Han et al.30 citations
  10. DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems ↗Ruizhong Qiu, Zhiqing Sun, Yiming Yang30 citations
  11. Decoupling Knowledge from Memorization: Retrieval-Augmented Prompt Learning ↗Huajun Chen, Lei Li, Ningyu Zhang et al.30 citations
  12. Is L2 Physics Informed Loss Always Suitable for Training Physics Informed Neural Network? ↗Chuwei Wang, Shanda Li, Di He et al.30 citations
  13. S4ND: Modeling Images and Videos as Multidimensional Signals with State Spaces ↗Eric Nguyen, Karan Goel, Albert Gu et al.30 citations
  14. Towards Understanding Grokking: An Effective Theory of Representation Learning ↗Ziming Liu, O. Kitouni, N. S. Nolte et al.30 citations
  15. Unknown-Aware Domain Adversarial Learning for Open-Set Domain Adaptation ↗JoonHo Jang, Byeonghu Na, DongHyeok Shin et al.30 citations
  16. Biologically Inspired Dynamic Thresholds for Spiking Neural Networks ↗Jianchuan Ding, Bo Dong, Felix Heide et al.29 citations
  17. FreGAN: Exploiting Frequency Components for Training GANs Under Limited Data ↗Mengping Yang, Zhe Wang, Ziqiu Chi et al.29 citations
  18. LAMP: Extracting Text from Gradients with Language Model Priors ↗Mislav Balunović, Dimitar I. Dimitrov, Nikola Jovanović et al.29 citations
  19. MCVD - Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation ↗Vikram Voleti, Alexia Jolicoeur‐Martineau, Christopher Pal29 citations
  20. NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning ↗Rong-Jun Qin, Xingyuan Zhang, Songyi Gao et al.29 citations
  21. Quality Not Quantity: On the Interaction Between Dataset Design and Robustness of CLIP ↗Thao Ngoc Nguyen, Gabriel Ilharco, Mitchell Wortsman et al.29 citations
  22. Rethinking the Reverse-Engineering of Trojan Triggers ↗Zhenting Wang, Kai Mei, Hailun Ding et al.29 citations
  23. Structural Knowledge Distillation for Object Detection ↗Philip de Rijk, Lukas M. Schneider, Marius Cordts et al.29 citations
  24. Training Uncertainty-Aware Classifiers with Conformalized Deep Learning ↗Bat-Sheva Einbinder, Yaniv Romano, Matteo Sesia et al.29 citations
  25. Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation ↗Sérgio Henrique Costa de Jesus, José Pombal, Duarte Alves et al.29 citations
  26. 3DILG: Irregular Latent Grids for 3D Generative Modeling ↗Biao Zhang, Matthias Nießner, Peter Wonka28 citations
  27. A Unified Evaluation of Textual Backdoor Learning: Frameworks and Benchmarks ↗Ganqu Cui, Lifan Yuan, Bingxiang He et al.28 citations
  28. CLiMB: A Continual Learning Benchmark for Vision-And-Language Tasks ↗Tejas Srinivasan, Ting-Yun Chang, Leticia Leonor Pinto Alva et al.28 citations
  29. ComENet: Towards Complete and Efficient Message Passing for 3D Molecular Graphs ↗Limei Wang, Yuchao Lin, Yuchao Lin et al.28 citations
  30. GENIE: Higher-Order Denoising Diffusion Solvers ↗Tim Dockhorn, Arash Vahdat, Karsten Kreis28 citations
  31. Generic Bounds on the Approximation Error for Physics-Informed (and) Operator Learning ↗Tim De Ryck, Siddhartha Kumar Mishra28 citations
  32. Learning to Sample and Aggregate: Few-Shot Reasoning Over Temporal Knowledge Graphs ↗Ruijie Wang, Zheng Li, Dachun Sun et al.28 citations
  33. On Embeddings for Numerical Features in Tabular Deep Learning ↗Yury Gorishniy, Ivan Rubachev, Artem Babenko28 citations
  34. Reinforced Genetic Algorithm for Structure-Based Drug Design ↗Tianfan Fu, Wenhao Gao, Connor W. Coley et al.28 citations
  35. Remember the Past: Distilling Datasets into Addressable Memories for Neural Networks ↗Zhiwei Deng, Olga Russakovsky28 citations
  36. ShapeCrafter: A Recursive Text-Conditioned 3D Shape Generation Model ↗Rao Fu, Xiao Zhan, Yiwen Chen et al.28 citations
  37. Streaming Radiance Fields for 3D Video Synthesis ↗Lingzhi Li, Zhen Shen, Zhongshu Wang et al.28 citations
  38. Unifying Voxel-Based Representation with Transformer for 3D Object Detection ↗Yanwei Li, Yilun Chen, Xiaojuan Qi et al.28 citations
  39. Adv-Attribute: Inconspicuous and Transferable Adversarial Attack on Face Recognition ↗Shuai Jia, Bangjie Yin, Taiping Yao et al.27 citations
  40. Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methods ↗Randall Balestriero, Yann LeCun27 citations
  41. Domain Generalization by Learning and Removing Domain-Specific Features ↗Yu Ding, Lei Wang, Bin Liang et al.27 citations
  42. Escaping from the Barren Plateau Via Gaussian Initializations in Deep Variational Quantum Circuits ↗Kaining Zhang, Liu Liu, Min-Hsiu Hsieh et al.27 citations
  43. Handcrafted Backdoors in Deep Neural Networks ↗Sanghyun Hong, Nicholas Carlini, Alexey Kurakin27 citations
  44. How Mask Matters: Towards Theoretical Understandings of Masked Autoencoders ↗Qi Zhang, Yifei Wang, Yisen Wang27 citations
  45. SNN-RAT: Robustness-Enhanced Spiking Neural Network Through Regularized Adversarial Training ↗Jianhao Ding, Tong Bu, Zhaofei Yu et al.27 citations
  46. Self-Supervised Visual Representation Learning with Semantic Grouping ↗Xin Wen, Bingchen Zhao, Anlin Zheng et al.27 citations
  47. UniCLIP: Unified Framework for Contrastive Language-Image Pre-Training ↗Janghyeon Lee, Jongsuk Kim, Hyounguk Shon et al.27 citations
  48. Wavelet Feature Maps Compression for Image-To-Image CNNs ↗Shahaf E. Finder, Yair Zohav, Maor Ashkenazi et al.27 citations
  49. Wild-Time: A Benchmark of in-The-Wild Distribution Shift Over Time ↗Huaxiu Yao, Caroline Choi, Bochuan Cao et al.27 citations
  50. A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking ↗Keyu Duan, Zirui Liu, Peihao Wang et al.26 citations
  51. Amortized Inference for Heterogeneous Reconstruction in Cryo-EM ↗Axel Levy, Gordon Wetzstein, Julien Martel et al.26 citations
  52. AniFaceGAN: Animatable 3D-Aware Face Image Generation for Video Avatars ↗Yue Wu, Yu Deng, Jiaolong Yang et al.26 citations
  53. Constrained Update Projection Approach to Safe Policy Optimization ↗Long Yang, Jiaming Ji, Juntao Dai et al.26 citations
  54. GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks ↗Jinsung Jeon, Jeonghak Kim, Haryong Song et al.26 citations
  55. Improved Fine-Tuning by Better Leveraging Pre-Training Data ↗Ziquan Liu, Yi Xu, Yuanhong Xu et al.26 citations
  56. Mask-Based Latent Reconstruction for Reinforcement Learning ↗Tao Yu, Zhizheng Zhang, Cuiling Lan et al.26 citations
  57. Non-Rigid Point Cloud Registration with Neural Deformation Pyramid ↗Yang Li, Tatsuya Harada26 citations
  58. SPD Domain-Specific Batch Normalization to Crack Interpretable Unsupervised Domain Adaptation in EEG ↗Reinmar J. Kobler, Jun-ichiro Hirayama, Qibin Zhao et al.26 citations
  59. Self-Supervised Heterogeneous Graph Pre-Training Based on Structural Clustering ↗Yaming Yang, Ziyu Guan, Zhe Wang et al.26 citations
  60. When to Make Exceptions: Exploring Language Models as Accounts of Human Moral Judgment ↗Zhijing Jin, Sydney Levine, Fernando Gonzalez Adauto et al.26 citations
  61. A Closer Look at Weakly-Supervised Audio-Visual Source Localization ↗Shentong Mo, Pedro M. Morgado25 citations
  62. Advancing Model Pruning Via Bi-Level Optimization ↗Yihua Zhang, Yuguang Yao, Parikshit Ram et al.25 citations
  63. Assaying Out-Of-Distribution Generalization in Transfer Learning ↗Florian Wenzel, Andrea Dittadi, Peter Gehler et al.25 citations
  64. CLEAR: Generative Counterfactual Explanations on Graphs ↗Jing Ma, Ruocheng Guo, Saumitra Mishra et al.25 citations
  65. Concept Activation Regions: A Generalized Framework for Concept-Based Explanations ↗Jonathan Crabbé, Mihaela Van Der Schaar25 citations
  66. Delving into Sequential Patches for Deepfake Detection ↗Jiazhi Guan, Hang Zhou, Zhibin Hong et al.25 citations
  67. Diffusion Visual Counterfactual Explanations ↗Maximilian Augustin, Valentyn Boreiko, Francesco Croce et al.25 citations
  68. GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-To-Speech ↗Rongjie Huang, Yi Ren, Jinglin Liu et al.25 citations
  69. Learning Invariant Graph Representations for Out-Of-Distribution Generalization ↗Haoyang Li, Ziwei Zhang, Xin Eric Wang et al.25 citations
  70. Learning to Break the Loop: Analyzing and Mitigating Repetitions for Neural Text Generation ↗Jin Xu, Xiaojiang Liu, Jianhao Yan et al.25 citations
  71. Let Images Give You More: Point Cloud Cross-Modal Training for Shape Analysis ↗Xu Yan, Heshen Zhan, Chaoda Zheng et al.25 citations
  72. MoVQ: Modulating Quantized Vectors for High-Fidelity Image Generation ↗Chuanxia Zheng, Tung-Long Vuong, Jianfei Cai et al.25 citations
  73. Natural Color Fool: Towards Boosting Black-Box Unrestricted Attacks ↗Shengming Yuan, Qilong Zhang, Lianli Gao et al.25 citations
  74. On the Representation Collapse of Sparse Mixture of Experts ↗Zewen Chi, Li Dong, Shaohan Huang et al.25 citations
  75. Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos ↗Gautam Singh, Yifu Wu, Sungjin Ahn25 citations
  76. Task-Free Continual Learning Via Online Discrepancy Distance Learning ↗Fei Ye, Adrian G. Borş25 citations
  77. Towards Efficient Post-Training Quantization of Pre-Trained Language Models ↗Haoli Bai, Lu Hou, Lifeng Shang et al.25 citations
  78. UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes ↗Alexander Kolesnikov, André Susano Pinto, Lucas Beyer et al.25 citations
  79. Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries ↗Fabrizio Frasca, Beatrice Bevilacqua, Michael Bronstein et al.25 citations
  80. When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture ↗Yichuan Mo, Dongxian Wu, Yisen Wang et al.25 citations
  81. BadPrompt: Backdoor Attacks on Continuous Prompts ↗Xiangrui Cai, Haidong Xu, Haidong Xu et al.24 citations
  82. CATER: Intellectual Property Protection on Text Generation APIs Via Conditional Watermarks ↗Xuanli He, Qiongkai Xu, Yi Zeng et al.24 citations
  83. CalFAT: Calibrated Federated Adversarial Training with Label Skewness ↗Chen Chen, Yuchen Liu, Xingjun Ma et al.24 citations
  84. CoNT: Contrastive Neural Text Generation ↗Chenxin An, Jiangtao Feng, Kai Lv et al.24 citations
  85. Does GNN Pretraining Help Molecular Representation? ↗Ruoxi Sun, Hanjun Dai, Adams Wei Yu24 citations
  86. EHRSQL: A Practical Text-To-SQL Benchmark for Electronic Health Records ↗Gyubok Lee, Hyeonji Hwang, Seongsu Bae et al.24 citations
  87. FP8 Quantization: The Power of the Exponent ↗Andrey Kuzmin, Mart van Baalen, Yuwei Ren et al.24 citations
  88. Gradient Descent: The Ultimate Optimizer ↗Kartik Chandra, Audrey Xie, Jonathan Ragan‐Kelley et al.24 citations
  89. Learning Efficient Vision Transformers Via Fine-Grained Manifold Distillation ↗Zhiwei Hao, Jianyuan Guo, Ding Jia et al.24 citations
  90. Learning Equivariant Segmentation with Instance-Unique Querying ↗Wenguan Wang, James Liang, Dongfang Liu24 citations
  91. Monocular Dynamic View Synthesis: A Reality Check ↗Hang Gao, Ruilong Li, Shubham Tulsiani et al.24 citations
  92. SparCL: Sparse Continual Learning on the Edge ↗Zifeng Wang, Zheng Zhan, Yifan Gong et al.24 citations
  93. A Theoretical Study on Solving Continual Learning ↗Gyuhak Kim, Changnan Xiao, Tatsuya Konishi et al.23 citations
  94. Autoformalization with Large Language Models ↗Yuhuai Wu, Albert Qiaochu Jiang, Wenda Li et al.23 citations
  95. Benign Overfitting in Two-Layer Convolutional Neural Networks ↗Yuan Cao, Zixiang Chen, Misha Belkin et al.23 citations
  96. BiT: Robustly Binarized Multi-Distilled Transformer ↗Zechun Liu, Barlas Oğuz, Aasish Pappu et al.23 citations
  97. Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off ↗Mateo Espinosa Zarlenga, Pietro Barbiero, Gabriele Ciravegna et al.23 citations
  98. DART: Articulated Hand Model with Diverse Accessories and Rich Textures ↗Daiheng Gao, Yuliang Xiu, CeWu Lu et al.23 citations
  99. Deep Differentiable Logic Gate Networks ↗Felix Petersen, Christian Borgelt, Hilde Kuehne et al.23 citations
  100. Efficient Dataset Distillation Using Random Feature Approximation ↗Noel Loo, Ramin Hasani, Alexander Amini et al.23 citations

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