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NeurIPS 2022: all accepted papers

2,834 papers · page 8 of 29 · the most cited first · ← NeurIPS 2022

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  1. Large-Scale Retrieval for Reinforcement Learning ↗Peter Humphreys, Arthur Guez, Olivier Tieleman et al.12 citations
  2. Learning Manifold Dimensions with Conditional Variational Autoencoders ↗Yijia Zheng, Tong He, Yixuan Qiu et al.12 citations
  3. Learning to Scaffold: Optimizing Model Explanations for Teaching ↗Patrick Fernandes, Marcos Treviso, Danish Pruthi et al.12 citations
  4. Learning-Based Motion Planning in Dynamic Environments Using GNNs and Temporal Encoding ↗Ruipeng Zhang, Chenning Yu, Jingkai Chen et al.12 citations
  5. Long Range Graph Benchmark ↗Vijay Prakash Dwivedi, Ladislav Rampášek, Michael Galkin et al.12 citations
  6. Model-Based Opponent Modeling ↗Xiaopeng Yu, Jiechuan Jiang, Wanpeng Zhang et al.12 citations
  7. OST: Improving Generalization of DeepFake Detection Via One-Shot Test-Time Training ↗Liang Chen, Yong Zhang, Yibing Song et al.12 citations
  8. Online Bipartite Matching with Advice: Tight Robustness-Consistency Tradeoffs for the Two-Stage Model ↗Billy Jin, Will Ma12 citations
  9. Optimal-Er Auctions Through Attention ↗Dmitry Ivanov, Iskander Safiulin, Igor Filippov et al.12 citations
  10. PhysGNN: A Physics — Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image — Guided Neurosurgery ↗Yasmin Salehi, Dennis D. Giannacopoulos12 citations
  11. Pruning Has a Disparate Impact on Model Accuracy ↗Cuong Tran, Ferdinando Fioretto, Jung-Eun Kim et al.12 citations
  12. Pseudo-Riemannian Graph Convolutional Networks ↗Bo Xiong, Shichao Zhu, Nico Potyka et al.12 citations
  13. QueryPose: Sparse Multi-Person Pose Regression Via Spatial-Aware Part-Level Query ↗Yabo Xiao, Kai Su, Xiaojuan Wang et al.12 citations
  14. RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling ↗Xuanhong Chen, Kairui Feng, Naiyuan Liu et al.12 citations
  15. Rare Gems: Finding Lottery Tickets at Initialization ↗Kartik Sreenivasan, Jy-yong Sohn, Liu Shuan Yang et al.12 citations
  16. Rethinking Image Restoration for Object Detection ↗Shangquan Sun, Wenqi Ren, Tao Wang et al.12 citations
  17. Revisiting Injective Attacks on Recommender Systems ↗Haoyang Li, Shimin Di, Lei Chen12 citations
  18. Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering ↗Yongyi Su, Xun Xu, Kui Jia12 citations
  19. S3GC: Scalable Self-Supervised Graph Clustering ↗Fnu Devvrit, Aditya Sinha, Inderjit S. Dhillon et al.12 citations
  20. SIREN: Shaping Representations for Detecting Out-Of-Distribution Objects ↗Xuefeng Du, Gabriel Gozum, Yifei Ming et al.12 citations
  21. Scalable and Efficient Training of Large Convolutional Neural Networks with Differential Privacy ↗Zhiqi Bu, Jialin Mao, Shiyun Xu12 citations
  22. Single Model Uncertainty Estimation Via Stochastic Data Centering ↗Jayaraman J. Thiagarajan, Rushil Anirudh, Vivek Narayanaswamy et al.12 citations
  23. Stability Analysis and Generalization Bounds of Adversarial Training ↗Jiancong Xiao, Yanbo Fan, Ruoyu Sun et al.12 citations
  24. Temporal Effective Batch Normalization in Spiking Neural Networks ↗Chaoteng Duan, Jianhao Ding, Shiyan Chen et al.12 citations
  25. The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset ↗Hugo Laurençon, Lucile Saulnier, Thomas Wang et al.12 citations
  26. Torsional Diffusion for Molecular Conformer Generation ↗Bowen Jing, Gabriele Corso, Jeffrey Chang et al.12 citations
  27. Towards Diverse and Faithful One-Shot Adaption of Generative Adversarial Networks ↗Yabo Zhang, Mingshuai Yao, Yuxiang Wei et al.12 citations
  28. VICE: Variational Interpretable Concept Embeddings ↗Lukas Muttenthaler, Charles Y. Zheng, Patrick McClure et al.12 citations
  29. VICRegL: Self-Supervised Learning of Local Visual Features ↗Adrien Bardes, Jean Ponce, Yann Lecun12 citations
  30. Vision Transformers Provably Learn Spatial Structure ↗Samy Jelassi, Michael Sander, Yuanzhi Li12 citations
  31. When Does Dough Become a Bagel? Analyzing the Remaining Mistakes on ImageNet ↗Vijay Vasudevan, Benjamin Caine, Raphael Gontijo Lopes et al.12 citations
  32. Why Neural Networks Find Simple Solutions: The Many Regularizers of Geometric Complexity ↗Benoît Dherin, Michael Munn, Mihaela Rosca et al.12 citations
  33. A Continuous Time Framework for Discrete Denoising Models ↗Andrew Campbell, Joe Benton, Valentin De Bortoli et al.11 citations
  34. A Geometric Perspective on Variational Autoencoders ↗Clément Chadebec, Stéphanie Allassonnière11 citations
  35. An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning ↗Xiu-Shen Wei, H.-Y. Xu, Faen Zhang et al.11 citations
  36. Batch Bayesian Optimization on Permutations Using the Acquisition Weighted Kernel ↗ChangYong Oh, Roberto Bondesan, Efstratios Gavves et al.11 citations
  37. Chartalist: Labeled Graph Datasets for UTXO and Account-Based Blockchains ↗Kiarash Shamsi, Friedhelm Victor, Murat Kantarcıoğlu et al.11 citations
  38. Contact-Aware Human Motion Forecasting ↗Wei Mao, Miaomiao Liu, Richard I. Hartley et al.11 citations
  39. DataMUX: Data Multiplexing for Neural Networks ↗Vishvak Murahari, Carlos Jimenez, Runzhe Yang et al.11 citations
  40. ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler ↗Jiaxin Zhang, Yashar Moshfeghi11 citations
  41. Effective Backdoor Defense by Exploiting Sensitivity of Poisoned Samples ↗Weixin Chen, Baoyuan Wu, Haoqian Wang11 citations
  42. Efficient Adversarial Training Without Attacking: Worst-Case-Aware Robust Reinforcement Learning ↗Yongyuan Liang, Yanchao Sun, Ruijie Zheng et al.11 citations
  43. Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data ↗Harsh Rangwani, Sumukh K Aithal, Mayank Mishra et al.11 citations
  44. Exploring the Whole Rashomon Set of Sparse Decision Trees ↗Rui Xin, Chudi Zhong, Zhi Chen et al.11 citations
  45. Few-Shot Continual Active Learning by a Robot ↗Ali Ayub, Carter Fendley11 citations
  46. Geodesic Graph Neural Network for Efficient Graph Representation Learning ↗Lecheng Kong, Yixin Chen, Muhan Zhang11 citations
  47. Graph Self-Supervised Learning with Accurate Discrepancy Learning ↗Dongki Kim, Jinheon Baek, Sung Ju Hwang11 citations
  48. Improving Multi-Task Generalization Via Regularizing Spurious Correlation ↗Ziniu Hu, Zhe Zhao, Xinyang Yi et al.11 citations
  49. Infinite Recommendation Networks: A Data-Centric Approach ↗Noveen Sachdeva, Mehak Preet Dhaliwal, Carole-Jean Wu et al.11 citations
  50. InsPro: Propagating Instance Query and Proposal for Online Video Instance Segmentation ↗Fei He, Haoyang Zhang, Naiyu Gao et al.11 citations
  51. Invariance Learning in Deep Neural Networks with Differentiable Laplace Approximations ↗Alexander Immer, Tycho F. A. van der Ouderaa, Gunnar Rätsch et al.11 citations
  52. Is One Annotation Enough? - A Data-Centric Image Classification Benchmark for Noisy and Ambiguous Label Estimation ↗Lars Schmarje, Vasco Grossmann, Claudius Zelenka et al.11 citations
  53. Learning Active Camera for Multi-Object Navigation ↗Peihao Chen, Dongyu Ji, Kunyang Lin et al.11 citations
  54. METS-CoV: A Dataset of Medical Entity and Targeted Sentiment on COVID-19 Related Tweets ↗Peilin Zhou, Zeqiang Wang, Dading Chong et al.11 citations
  55. MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models ↗Erdun Gao, Ignavier Ng, Mingming Gong et al.11 citations
  56. Nonlinear Sufficient Dimension Reduction with a Stochastic Neural Network ↗Siqi Liang, Yan Sun, Faming Liang11 citations
  57. On Kernelized Multi-Armed Bandits with Constraints ↗Xingyu Zhou, Bo Ji11 citations
  58. On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification ↗Sanyam Kapoor, Wesley J. Maddox, Pavel Izmailov et al.11 citations
  59. Phase Diagram of Stochastic Gradient Descent in High-Dimensional Two-Layer Neural Networks ↗Rodrigo Veiga, Ludovic Stephan, Bruno Loureiro et al.11 citations
  60. Pitfalls of Epistemic Uncertainty Quantification Through Loss Minimisation ↗Viktor Bengs, Eyke Hüllermeier, Willem Waegeman11 citations
  61. Pre-Trained Language Models for Interactive Decision-Making ↗Shuang Li, Xavier Puig, Chris Paxton et al.11 citations
  62. RecursiveMix: Mixed Learning with History ↗Lingfeng Yang, Xiang Yuan Li, Borui Zhao et al.11 citations
  63. Residual Multiplicative Filter Networks for Multiscale Reconstruction ↗Shayan Shekarforoush, David B. Lindell, David J. Fleet et al.11 citations
  64. Rethinking Resolution in the Context of Efficient Video Recognition ↗Chuofan Ma, Qiushan Guo, Yi Jiang et al.11 citations
  65. Robust Neural Posterior Estimation and Statistical Model Criticism ↗Daniel Ward, Patrick W Cannon, Mark Beaumont et al.11 citations
  66. SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning ↗Jianhong Wang, Yuan Zhang, Yunjie Gu et al.11 citations
  67. Simplified Graph Convolution with Heterophily ↗Sudhanshu Chanpuriya, Cameron Musco11 citations
  68. Sparse2Dense: Learning to Densify 3D Features for 3D Object Detection ↗Tianyu Wang, Xiaowei Hu, Zhengzhe Liu et al.11 citations
  69. Sustainable Online Reinforcement Learning for Auto-Bidding ↗Zhiyu Mou, Yusen Huo, Rongquan Bai et al.11 citations
  70. Towards Reasonable Budget Allocation in Untargeted Graph Structure Attacks Via Gradient Debias ↗Zihan Liu, Yun Luo, Lirong Wu et al.11 citations
  71. Towards Understanding the Condensation of Neural Networks at Initial Training ↗Hanxu Zhou, Zhou Qixuan, Tao Luo et al.11 citations
  72. Unifying and Boosting Gradient-Based Training-Free Neural Architecture Search ↗Yao Shu, Zhongxiang Dai, Zhaoxuan Wu et al.11 citations
  73. You Can’t Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments ↗Keiran Paster, Sheila A. McIlraith, Jimmy Lei Ba11 citations
  74. ActionSense: A Multimodal Dataset and Recording Framework for Human Activities Using Wearable Sensors in a Kitchen Environment ↗Joseph DelPreto, Chao Liu, Yiyue Luo et al.10 citations
  75. Are All Losses Created Equal: A Neural Collapse Perspective ↗Jinxin Zhou, Chong You, Sheng Liu et al.10 citations
  76. Beyond Real-World Benchmark Datasets: An Empirical Study of Node Classification with GNNs ↗Seiji Maekawa, Koki Noda, Yuya Sasaki et al.10 citations
  77. Composition Theorems for Interactive Differential Privacy ↗Xin Lyu10 citations
  78. DOPE: Doubly Optimistic and Pessimistic Exploration for Safe Reinforcement Learning ↗Archana Bura, Aria HasanzadeZonuzy, Dileep M. Kalathil et al.10 citations
  79. Data Augmentation MCMC for Bayesian Inference from Privatized Data ↗Nianqiao Ju, Jordan Awan, Ruobin Gong et al.10 citations
  80. Deep Active Learning by Leveraging Training Dynamics ↗Haonan Wang, Wei Huang, Ziwei Wu et al.10 citations
  81. Differentially Private Linear Sketches: Efficient Implementations and Applications ↗Fuheng Zhao, Dan Qiao, Rachel Redberg et al.10 citations
  82. Domain Adaptation Under Open Set Label Shift ↗Saurabh Garg, Sivaraman Balakrishnan, Zachary C. Lipton10 citations
  83. End-To-End Stochastic Optimization with Energy-Based Model ↗Lingkai Kong, Jiaming Cui, Yuchen Zhuang et al.10 citations
  84. Expediting Large-Scale Vision Transformer for Dense Prediction Without Fine-Tuning ↗Weicong Liang, Yuhui Yuan, Henghui Ding et al.10 citations
  85. Fairness Reprogramming ↗Guanhua Zhang, Yihua Zhang, Yang Zhang et al.10 citations
  86. FinRL-Meta: Market Environments and Benchmarks for Data-Driven Financial Reinforcement Learning ↗Xiao-Yang Liu, Ziyi Xia, Jingyang Rui et al.10 citations
  87. GAMA: Generative Adversarial Multi-Object Scene Attacks ↗Abhishek Aich, Calvin-Khang Ta, Akash Gupta et al.10 citations
  88. Geometry-Aware Two-Scale PIFu Representation for Human Reconstruction ↗Zheng Dong, Ke Xu, Ziheng Duan et al.10 citations
  89. IKEA-Manual: Seeing Shape Assembly Step by Step ↗Ruocheng Wang, Yunzhi Zhang, Jiayuan Mao et al.10 citations
  90. INRAS: Implicit Neural Representation for Audio Scenes ↗Kun Su, Mingfei Chen, Eli Shlizerman10 citations
  91. Improved Differential Privacy for SGD Via Optimal Private Linear Operators on Adaptive Streams ↗Sergey Denisov, H. Brendan McMahan, John Rush et al.10 citations
  92. Improving Self-Supervised Learning by Characterizing Idealized Representations ↗Yann Dubois, Stefano Ermon, Tatsunori Hashimoto et al.10 citations
  93. MOVE: Unsupervised Movable Object Segmentation and Detection ↗Adam Bielski, Paolo Favaro10 citations
  94. Making Sense of Dependence: Efficient Black-Box Explanations Using Dependence Measure ↗Paul Novello, Thomas Fel, David Vigouroux10 citations
  95. Nonparametric Uncertainty Quantification for Single Deterministic Neural Network ↗Nikita Kotelevskii, Aleksandr Artemenkov, Kirill Fedyanin et al.10 citations
  96. Optimal Transport-Based Identity Matching for Identity-Invariant Facial Expression Recognition ↗Daeha Kim, Byung Cheol Song10 citations
  97. Ordered Subgraph Aggregation Networks ↗Chendi Qian, Gaurav Rattan, Floris Geerts et al.10 citations
  98. Parametrically Retargetable Decision-Makers Tend to Seek Power ↗Alex Turner, Prasad Tadepalli10 citations
  99. Positive-Unlabeled Learning Using Random Forests Via Recursive Greedy Risk Minimization ↗Jonathan Wilton, Abigail Koay, Ryan K. L. Ko et al.10 citations
  100. Repairing Neural Networks by Leaving the Right Past Behind ↗Ryutaro Tanno, Melanie F. Pradier, Aditya Nori et al.10 citations

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