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NeurIPS 2022: all accepted papers

2,834 papers · page 3 of 29 · the most cited first · ← NeurIPS 2022

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  1. On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-Smoothness and Beyond ↗Xiaotong Yuan, Ping Li46 citations
  2. Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset ↗Peter B. Henderson, Mark Krass, Lucia Zheng et al.46 citations
  3. PyKT: A Python Library to Benchmark Deep Learning Based Knowledge Tracing Models ↗Zitao Liu, Qiongqiong Liu, Jiahao Chen et al.46 citations
  4. Q-ViT: Accurate and Fully Quantized Low-Bit Vision Transformer ↗Yanjing Li, Sheng Xu, Baochang Zhang et al.46 citations
  5. QUARK: Controllable Text Generation with Reinforced UnlearningXiming Lu, Sean Welleck, Jack Hessel et al.46 citations · our summary
  6. SwinTrack: A Simple and Strong Baseline for Transformer Tracking ↗Liting Lin, Heng Fan, Zhipeng Zhang et al.46 citations
  7. Contrastive Learning as Goal-Conditioned Reinforcement Learning ↗Benjamin Eysenbach, Tianjun Zhang, Sergey Levine et al.45 citations
  8. Dataset Distillation Using Neural Feature Regression ↗Yongchao Zhou, Ehsan Nezhadarya, Jimmy Ba45 citations
  9. Expectation-Maximization Contrastive Learning for Compact Video-And-Language Representations ↗Peng Jin, Jinfa Huang, Fenglin Liu et al.45 citations
  10. Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs ↗Cristian Bodnar, Francesco Di Giovanni, Benjamin Paul Chamberlain et al.45 citations
  11. Pareto Set Learning for Expensive Multi-Objective Optimization ↗Xi Lin, Zhiyuan Yang, Xiaoyuan Zhang et al.45 citations
  12. Additive MIL: Intrinsically Interpretable Multiple Instance Learning for Pathology ↗Syed Ashar Javed, Dinkar Juyal, Harshith Padigela et al.44 citations
  13. TANGO: Text-Driven Photorealistic and Robust 3D Stylization Via Lighting Decomposition ↗Yongwei Chen, Chen Rui, Jiabao Lei et al.44 citations
  14. DAGMA: Learning DAGs Via M-Matrices and a Log-Determinant Acyclicity Characterization ↗Kevin Bello, Bryon Aragam, Pradeep Ravikumar43 citations
  15. Flare7K: A Phenomenological Nighttime Flare Removal Dataset ↗Yuekun Dai, Chongyi Li, Shangchen Zhou et al.43 citations
  16. Mind Reader: Reconstructing Complex Images from Brain Activities ↗Sikun Lin, Thomas Sprague, Ambuj K Singh43 citations
  17. P2P: Tuning Pre-Trained Image Models for Point Cloud Analysis with Point-To-Pixel Prompting ↗Ziyi Wang, Xumin Yu, Yongming Rao et al.43 citations
  18. SAPA: Similarity-Aware Point Affiliation for Feature Upsampling ↗Hao Lu, Wenze Liu, Zixuan Ye et al.43 citations
  19. Semi-Supervised Semantic Segmentation Via Gentle Teaching Assistant ↗Ying Jin, Jiaqi Wang, Dahua Lin43 citations
  20. A Fast Post-Training Pruning Framework for Transformers ↗Woosuk Kwon, Sehoon Kim, Michael W. Mahoney et al.42 citations
  21. Harmonizing the Object Recognition Strategies of Deep Neural Networks with Humans ↗Thomas Fel, Ivan F Rodriguez Rodriguez, Drew A. Linsley et al.42 citations
  22. Is Out-Of-Distribution Detection Learnable? ↗Zhen Fang, Yixuan Li, Jie Lü et al.42 citations
  23. MAtt: A Manifold Attention Network for EEG Decoding ↗Yue-Ting Pan, Jing-Lun Chou, Chun-Shu Wei42 citations
  24. MaskPlace: Fast Chip Placement Via Reinforced Visual Representation Learning ↗Yao Lai, Yao Mu, Ping Luo42 citations
  25. Rethinking Generalization in Few-Shot Classification ↗Markus Hiller, Rongkai Ma, Mehrtash Tafazzoli Harandi et al.42 citations
  26. SAMURAI: Shape and Material from Unconstrained Real-World Arbitrary Image Collections ↗Mark Boss, Andreas Engelhardt, Abhishek Kar et al.42 citations
  27. CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP ↗Andreas Fürst, Elisabeth Rumetshofer, Johannes Lehner et al.41 citations
  28. Online Training Through Time for Spiking Neural Networks ↗Mingqing Xiao, Qingyan Meng, Zongpeng Zhang et al.41 citations
  29. Recurrent Memory Transformer ↗Aydar Bulatov, Куратов Юрий Михайлович, Mikhail Burtsev41 citations
  30. AirfRANS: High Fidelity Computational Fluid Dynamics Dataset for Approximating Reynolds-Averaged Navier–Stokes Solutions ↗Florent Bonnet, Jocelyn Mazari, Paola Cinnella et al.40 citations
  31. Capturing Failures of Large Language Models Via Human Cognitive Biases ↗Erik Jones, Jacob Steinhardt40 citations
  32. General Cutting Planes for Bound-Propagation-Based Neural Network Verification ↗Huan Zhang, Shiqi Wang, Kaidi Xu et al.40 citations
  33. ReCo: Retrieve and Co-Segment for Zero-Shot Transfer ↗Gyungin Shin, Weidi Xie, Samuel Albanie40 citations
  34. S-Prompts Learning with Pre-Trained Transformers: An Occam’s Razor for Domain Incremental Learning ↗Yabin Wang, Zhiwu Huang, Xiaopeng Hong40 citations
  35. SafeBench: A Benchmarking Platform for Safety Evaluation of Autonomous Vehicles ↗Chejian Xu, Wenhao Ding, Weijie Lyu et al.40 citations
  36. The Effects of Regularization and Data Augmentation Are Class Dependent ↗Randall Balestriero, Léon Bottou, Yann LeCun40 citations
  37. Category-Level 6D Object Pose Estimation in the Wild: A Semi-Supervised Learning Approach and a New Dataset ↗Yang Fu, Xiaolong Wang39 citations
  38. Compressible-Composable NeRF Via Rank-Residual Decomposition ↗Jiaxiang Tang, Xiaokang Chen, Jingbo Wang et al.39 citations
  39. M3ViT: Mixture-Of-Experts Vision Transformer for Efficient Multi-Task Learning with Model-Accelerator Co-Design ↗Hanxue Liang, Zhiwen Fan, Rishov Sarkar et al.39 citations
  40. Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization ↗Minsu Kim, Jinkyoo Park, Jinkyoo Park39 citations
  41. Towards Human-Level Bimanual Dexterous Manipulation with Reinforcement Learning ↗Yuanpei Chen, Tianhao Wu, Shengjie Wang et al.39 citations
  42. SAVi++: Towards End-To-End Object-Centric Learning from Real-World Videos ↗Gamaleldin F. Elsayed, Aravindh Mahendran, Sjoerd van Steenkiste et al.38 citations
  43. Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post Hoc Explanations ↗Tessa Han, Suraj Srinivas, Himabindu Lakkaraju38 citations
  44. Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations ↗Ivan Marisca, Andrea Cini, Cesare Alippi37 citations
  45. Mildly Conservative Q-Learning for Offline Reinforcement Learning ↗Jiafei Lyu, Xiaoteng Ma, Xiu Li et al.37 citations
  46. Quo Vadis: Is Trajectory Forecasting the Key Towards Long-Term Multi-Object Tracking? ↗Patrick Dendorfer, Vladimir Yugay, Aljoša Ošep et al.37 citations
  47. RLIP: Relational Language-Image Pre-Training for Human-Object Interaction Detection ↗Hangjie Yuan, Jianwen Jiang, Samuel Albanie et al.37 citations
  48. Retrieval-Augmented Diffusion Models ↗Andreas Blattmann, Robin Rombach, Kaan Oktay et al.37 citations
  49. Unified Optimal Transport Framework for Universal Domain Adaptation ↗Wanxing Chang, Ye Shi, Hoang Duong Tuan et al.37 citations
  50. CroCo: Self-Supervised Pre-Training for 3D Vision Tasks by Cross-View Completion ↗Philippe Weinzaepfel, Vincent Leroy, Thomas Lucas et al.36 citations
  51. EPIC-KITCHENS VISOR Benchmark: VIdeo Segmentations and Object Relations ↗Ahmad Darkhalil, Dandan Shan, Bin Zhu et al.36 citations
  52. Language Conditioned Spatial Relation Reasoning for 3D Object Grounding ↗Shizhe Chen, Pierre-Louis Guhur, Makarand Tapaswi et al.36 citations
  53. NOMAD: Nonlinear Manifold Decoders for Operator Learning ↗Jacob H. Seidman, Georgios Kissas, Paris G. Perdikaris et al.36 citations
  54. OTKGE: Multi-Modal Knowledge Graph Embeddings Via Optimal Transport ↗Zongsheng Cao, Qianqian Xu, Zhiyong Yang et al.36 citations
  55. On Feature Learning in the Presence of Spurious Correlations ↗Pavel Izmailov, Polina Kirichenko, Nate Gruver et al.36 citations
  56. Revisiting Neural Scaling Laws in Language and Vision ↗Ibrahim Alabdulmohsin, Behnam Neyshabur, Xiaohua Zhai36 citations
  57. Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning ↗Dongze Lian, Daquan Zhou, Jiashi Feng et al.36 citations
  58. Test Time Adaptation Via Conjugate Pseudo-Labels ↗Sachin Goyal, Mingjie Sun, Aditi Raghunathan et al.36 citations
  59. Towards Efficient 3D Object Detection with Knowledge Distillation ↗Jihan Yang, Shaoshuai Shi, Runyu Ding et al.36 citations
  60. Diagnosing Failures of Fairness Transfer Across Distribution Shift in Real-World Medical Settings ↗Jessica Schrouff, Natalie Harris, Sanmi Koyejo et al.35 citations
  61. HUMUS-Net: Hybrid Unrolled Multi-Scale Network Architecture for Accelerated MRI Reconstruction ↗Zalan Fabian, Berk Tinaz, Mahdi Soltanolkotabi35 citations
  62. HyperTree Proof Search for Neural Theorem ProvingGuillaume Lample, Timothée Lacroix, Marie-Anne Lachaux et al.35 citations · our summary
  63. Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning ↗Yuchong Sun, Hongwei Xue, Ruihua Song et al.35 citations
  64. PFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning ↗Daoyuan Chen, Dawei Gao, Weirui Kuang et al.35 citations
  65. Compositional Generalization Through Abstract Representations in Human and Artificial Neural Networks ↗Takuya Ito, Tim Klinger, Douglas H. Schultz et al.34 citations
  66. Deep Fourier Up-Sampling ↗Man Zhou, Hu Yu, Jie Huang et al.34 citations
  67. Generating Long Videos of Dynamic Scenes ↗Tim Brooks, Janne Hellsten, Miika Aittala et al.34 citations
  68. Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network? ↗Yibo Yang, Shixiang Chen, Xiangtai Li et al.34 citations
  69. LDSA: Learning Dynamic Subtask Assignment in Cooperative Multi-Agent Reinforcement Learning ↗Mingyu Yang, Jian Zhao, Xunhan Hu et al.34 citations
  70. Model-Based Safe Deep Reinforcement Learning Via a Constrained Proximal Policy Optimization Algorithm ↗Ashish Kumar Jayant, Shalabh Bhatnagar34 citations
  71. Open High-Resolution Satellite Imagery: The WorldStrat Dataset – with Application to Super-Resolution ↗Julien Cornebise, Ivan Oršolić, Freddie Kalaitzis34 citations
  72. Reconstructing Training Data from Trained Neural Networks ↗Niv Haim, Gal Vardi, Gilad Yehudai et al.34 citations
  73. Recovering Private Text in Federated Learning of Language Models ↗Samyak Gupta, Yangsibo Huang, Zexuan Zhong et al.34 citations
  74. Root Cause Analysis of Failures in Microservices Through Causal Discovery ↗Azam Ikram, Sarthak Chakraborty, Mitra Subrata et al.34 citations
  75. SoundSpaces 2.0: A Simulation Platform for Visual-Acoustic Learning ↗Changan Chen, Carl Schissler, Sanchit Garg et al.34 citations
  76. Towards Understanding the Mixture-Of-Experts Layer in Deep Learning ↗Zixiang Chen, Yihe Deng, Yue Wu et al.34 citations
  77. Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection ↗Yiming Li, Yang Bai, Yong Jiang et al.34 citations
  78. Weakly-Supervised Multi-Granularity Map Learning for Vision-And-Language Navigation ↗Peihao Chen, Dongyu Ji, Kunyang Lin et al.34 citations
  79. APT-36K: A Large-Scale Benchmark for Animal Pose Estimation and Tracking ↗Yuxiang Yang, Junjie Yang, Yufei Xu et al.33 citations
  80. Accelerated Training of Physics-Informed Neural Networks (PINNs) Using Meshless Discretizations ↗Ramansh Sharma, Varun Shankar33 citations
  81. Cross-Modal Learning for Image-Guided Point Cloud Shape Completion ↗Emanuele Aiello, Diego Valsesia, Enrico Magli33 citations
  82. Singular Value Fine-Tuning: Few-Shot Segmentation Requires Few-Parameters Fine-Tuning ↗Yanpeng Sun, Qiang Chen, Xiangyu He et al.33 citations
  83. Tenrec: A Large-Scale Multipurpose Benchmark Dataset for Recommender Systems ↗Guanghu Yuan, Fajie Yuan, Yudong Li et al.33 citations
  84. Expansion and Shrinkage of Localization for Weakly-Supervised Semantic Segmentation ↗Jinlong Li, Zequn Jie, Xu Wang et al.32 citations
  85. Fine-Grained Semantically Aligned Vision-Language Pre-Training ↗Juncheng Li, Xin He, Longhui Wei et al.32 citations
  86. Green Hierarchical Vision Transformer for Masked Image Modeling ↗Lang Huang, Shan You, Mingkai Zheng et al.32 citations
  87. Inception Transformer ↗Chenyang Si, Weihao Yu, Pan Zhou et al.32 citations
  88. LION: Latent Point Diffusion Models for 3D Shape Generation ↗Xiaohui Zeng, Arash Vahdat, Francis Williams et al.32 citations
  89. Learning Neural Acoustic Fields ↗Andrew Luo, Yilun Du, Michael J. Tarr et al.32 citations
  90. Museformer: Transformer with Fine- And Coarse-Grained Attention for Music Generation ↗Botao Yu, Tie‐Yan Liu, Rui Wang et al.32 citations
  91. Patching Open-Vocabulary Models by Interpolating Weights ↗Gabriel Ilharco, Mitchell Wortsman, Samir Yitzhak Gadre et al.32 citations
  92. SKFlow: Learning Optical Flow with Super Kernels ↗Shangkun Sun, Yuanqi Chen, Yu Zhu et al.32 citations
  93. Simulation-Guided Beam Search for Neural Combinatorial Optimization ↗Jinho Choo, Yeong-Dae Kwon, Ji Hoon Kim et al.32 citations
  94. Uni-Perceiver-MoE: Learning Sparse Generalist Models with Conditional MoEs ↗Jinguo Zhu, Xizhou Zhu, Wenhai Wang et al.32 citations
  95. BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis ↗Yichong Leng, Zehua Chen, Junliang Guo et al.31 citations
  96. Boosting the Transferability of Adversarial Attacks with Reverse Adversarial Perturbation ↗Rui Min, Yanbo Fan, Yi Liu et al.31 citations
  97. DetCLIP: Dictionary-Enriched Visual-Concept Paralleled Pre-Training for Open-World Detection ↗Lewei Yao, Jianhua Han, Youpeng Wen et al.31 citations
  98. Divert More Attention to Vision-Language Tracking ↗Mingzhe Guo, Zhipeng Zhang, Heng Fan et al.31 citations
  99. HUMANISE: Language-Conditioned Human Motion Generation in 3D Scenes ↗Zan Wang, Yixin Chen, Tengyu Liu et al.31 citations
  100. Improved Feature Distillation Via Projector Ensemble ↗Yudong Chen, Sen Wang, Jiajun Liu et al.31 citations

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