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NeurIPS 2022: all accepted papers

2,834 papers · page 7 of 29 · the most cited first · ← NeurIPS 2022

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  1. Learning Long-Term Crop Management Strategies with CyclesGym ↗Matteo Turchetta, Luca Corinzia, Scott Sussex et al.15 citations
  2. Learning State-Aware Visual Representations from Audible Interactions ↗Himangi Mittal, Pedro M. Morgado, Unnat Jain et al.15 citations
  3. Learning to Accelerate Partial Differential Equations Via Latent Global Evolution ↗Tailin Wu, Takashi Maruyama, Jure Leskovec15 citations
  4. Memory Efficient Continual Learning with Transformers ↗Beyza Ermiş, Giovanni Zappella, Martin Wistuba et al.15 citations
  5. NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks ↗Renbo Tu, Nicholas Roberts, Misha Khodak et al.15 citations
  6. Neural Shape Deformation Priors ↗Jiapeng Tang, Lev Markhasin, Bi Wang et al.15 citations
  7. PointTAD: Multi-Label Temporal Action Detection with Learnable Query Points ↗Jing Tan, Xiaotong Zhao, Xintian Shi et al.15 citations
  8. Redeeming Intrinsic Rewards Via Constrained Optimization ↗Emma Chen, Zhang-Wei Hong, Joni Pajarinen et al.15 citations
  9. SageMix: Saliency-Guided Mixup for Point Clouds ↗Sanghyeok Lee, Minkyu Jeon, Injae Kim et al.15 citations
  10. Semantic Diffusion Network for Semantic Segmentation ↗Haoru Tan, Fei Du, Jimin Pi15 citations
  11. Supported Policy Optimization for Offline Reinforcement Learning ↗Jialong Wu, Haixu Wu, Zihan Qiu et al.15 citations
  12. Training Spiking Neural Networks with Event-Driven Backpropagation ↗Yaoyu Zhu, Zhaofei Yu, Wei Fang et al.15 citations
  13. Understanding the Generalization Benefit of Normalization Layers: Sharpness Reduction ↗Kaifeng Lyu, Zhiyuan Li, Sanjeev Arora15 citations
  14. Unravelling the Performance of Physics-Informed Graph Neural Networks for Dynamical Systems ↗Abishek Thangamuthu, Gunjan Kumar, Suresh Bishnoi et al.15 citations
  15. Video Compression Dataset and Benchmark of Learning-Based Video-Quality Metrics ↗Anastasia Antsiferova, Sergey Lavrushkin, Maksim Smirnov et al.15 citations
  16. Zero-Shot Video Question Answering Via Frozen Bidirectional Language Models ↗Antoine Yang, Antoine Miech, Josef Šivic et al.15 citations
  17. AMP: Automatically Finding Model Parallel Strategies with Heterogeneity Awareness ↗Dacheng Li, Hongyi Wang, Eric Xing et al.14 citations
  18. Blackbox Attacks Via Surrogate Ensemble Search ↗Zikui Cai, Chengyu Song, Srikanth V. Krishnamurthy et al.14 citations
  19. Causality-Driven Hierarchical Structure Discovery for Reinforcement Learning ↗Shaohui Peng, Xing Hu, Rui Zhang et al.14 citations
  20. Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models ↗Maribeth Rauh, John Mellor, Jonathan Uesato et al.14 citations
  21. Deep Generative Model for Periodic Graphs ↗Shiyu Wang, Xiaojie Guo, Liang Zhao14 citations
  22. Efficiently Computing Local Lipschitz Constants of Neural Networks Via Bound Propagation ↗Zhouxing Shi, Yihan Wang, Huan Zhang et al.14 citations
  23. Extracting Computational Mechanisms from Neural Data Using Low-Rank RNNs ↗Adrian Valente, Jonathan W. Pillow, Srdjan Ostojic14 citations
  24. Fairness in Federated Learning Via Core-Stability ↗Bhaskar Ray Chaudhury, Linyi Li, Mintong Kang et al.14 citations
  25. Fine-Tuning Pre-Trained Language Models Effectively by Optimizing Subnetworks Adaptively ↗Haojie Zhang, Ge Li, Jia Li et al.14 citations
  26. GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games ↗Shichang Zhang, Yozen Liu, Neil Shah et al.14 citations
  27. Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations ↗Axel Laborieux, Friedemann Zenke14 citations
  28. Large-Scale Differentiable Causal Discovery of Factor Graphs ↗Romain Lopez, Jan-Christian Huetter, Jonathan K. Pritchard et al.14 citations
  29. Learning to Attack Federated Learning: A Model-Based Reinforcement Learning Attack Framework ↗Henger Li, Xiaolin Sun, Zizhan Zheng14 citations
  30. Multi-Agent Dynamic Algorithm Configuration ↗Ke Xue, Jiacheng Xu, Lei Yuan et al.14 citations
  31. Non-Monotonic Latent Alignments for CTC-Based Non-Autoregressive Machine Translation ↗Chenze Shao, Yang Feng14 citations
  32. OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds ↗Ziyang Song, BO Yang14 citations
  33. On Analyzing Generative and Denoising Capabilities of Diffusion-Based Deep Generative Models ↗Kamil Rafał Deja, Anna Kuzina, T. P. Trzcinski et al.14 citations
  34. On the Effectiveness of Persistent Homology ↗Renata Turkeš, Guido Montúfar, Nina Otter14 citations
  35. On the Robustness of Graph Neural Diffusion to Topology Perturbations ↗Yang Song, Qiyu Kang, Sijie Wang et al.14 citations
  36. One Positive Label is Sufficient: Single-Positive Multi-Label Learning with Label Enhancement ↗Ning Xu, Congyu Qiao, Jiaqi Lv et al.14 citations
  37. Pay Attention to Your Loss : Understanding Misconceptions About 1-Lipschitz Neural Networks ↗Louis Béthune, Thibaut Boissin, Mathieu Serrurier et al.14 citations
  38. Poisson Flow Generative Models ↗Yilun Xu, Ziming Liu, Max Tegmark et al.14 citations
  39. Privacy of Noisy Stochastic Gradient Descent: More Iterations Without More Privacy Loss ↗Jason M. Altschuler, Kunal Talwar14 citations
  40. ProtoVAE: A Trustworthy Self-Explainable Prototypical Variational Model ↗Srishti Gautam, Ahcène Boubekki, Stine Hansen et al.14 citations
  41. ResT V2: Simpler, Faster and Stronger ↗Qinglong Zhang, Yu-Bin Yang14 citations
  42. Respecting Transfer Gap in Knowledge Distillation ↗Yulei Niu, Long Chen, Chang Zhou et al.14 citations
  43. SALSA: Attacking Lattice Cryptography with Transformers ↗Emily Wenger, Mingjie Chen, François Charton et al.14 citations
  44. Structural Pruning Via Latency-Saliency Knapsack ↗Maying Shen, Hongxu Yin, Pavlo A. Molchanov et al.14 citations
  45. The Query Complexity of Cake Cutting ↗Simina Brânzei, Noam Nisan14 citations
  46. Towards Versatile Embodied Navigation ↗Hanqing Wang, Wei Liang, Luc Van Gool et al.14 citations
  47. Transferring Fairness Under Distribution Shifts Via Fair Consistency Regularization ↗Bang An, Zora Che, Mucong Ding et al.14 citations
  48. Variational Inference Via Wasserstein Gradient Flows ↗Marc Lambert, Sinho Chewi, Francis Bach et al.14 citations
  49. What is Where by Looking: Weakly-Supervised Open-World Phrase-Grounding Without Text Inputs ↗Tal Shaharabany, Yoad Tewel, Lior Wolf14 citations
  50. A Consistent and Differentiable Lp Canonical Calibration Error Estimator ↗Teodora Popordanoska, Raphael Sayer, Matthew B. Blaschko13 citations
  51. A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective ↗Chanwoo Park, Sangdoo Yun, Sangdoo Yun13 citations
  52. AVLEN: Audio-Visual-Language Embodied Navigation in 3D Environments ↗Sudipta Paul, Amit Roy-Chowdhury, Anoop Cherian13 citations
  53. Adversarial Attack on Attackers: Post-Process to Mitigate Black-Box Score-Based Query Attacks ↗Sizhe Chen, Zhehao Huang, Qinghua Tao et al.13 citations
  54. Cluster and Aggregate: Face Recognition with Large Probe Set ↗Minchul Kim, Feng Liu, Anil Kumar Jain et al.13 citations
  55. DTG-SSOD: Dense Teacher Guidance for Semi-Supervised Object Detection ↗Gang Li, Xiang (Lorraine) Li, Yujie Wang et al.13 citations
  56. Decentralized Local Stochastic Extra-Gradient for Variational Inequalities ↗Aleksandr Nikolaevich Beznosikov, Pavel Dvurechenskii, Anastasiia Koloskova et al.13 citations
  57. Deep Surrogate Assisted Generation of Environments ↗Varun Bhatt, Bryon Tjanaka, Matthew C. Fontaine et al.13 citations
  58. Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination ↗Jiafei Lyu, Xiu Li, Zongqing Lu13 citations
  59. FourierNets Enable the Design of Highly Non-Local Optical Encoders for Computational Imaging ↗Diptodip Deb, Zhenfei Jiao, Ruth R. Sims et al.13 citations
  60. Generative Visual Prompt: Unifying Distributional Control of Pre-Trained Generative Models ↗Chen Henry Wu, Saman Motamed, Shaunak Srivastava et al.13 citations
  61. Geometric Knowledge Distillation: Topology Compression for Graph Neural Networks ↗Chenxiao Yang, Qitian Wu, Junchi Yan13 citations
  62. Heatmap Distribution Matching for Human Pose Estimation ↗Haoxuan Qu, Li Xu, Yujun Cai et al.13 citations
  63. Honor of Kings Arena: An Environment for Generalization in Competitive Reinforcement Learning ↗Hua Wei, Jingxiao Chen, Xiyang Ji et al.13 citations
  64. Latency-Aware Spatial-Wise Dynamic Networks ↗Yizeng Han, Zhihang Yuan, Yifan Pu et al.13 citations
  65. Learning Single-Index Models with Shallow Neural Networks ↗Alberto Bietti, Joan Bruna, Clayton Sanford et al.13 citations
  66. Learning to Re-Weight Examples with Optimal Transport for Imbalanced Classification ↗Dandan Guo, Zhuo Li, Meixi Zheng et al.13 citations
  67. Marksman Backdoor: Backdoor Attacks with Arbitrary Target Class ↗Khoa D. Doan, Yingjie Lao, Ping Li13 citations
  68. MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning ↗Jiangmeng Li, Wenwen Qiang, Yanan Zhang et al.13 citations
  69. MinVIS: A Minimal Video Instance Segmentation Framework Without Video-Based Training ↗De-An Huang, Zhiding Yu, Animashree Anandkumar13 citations
  70. NeuPhysics: Editable Neural Geometry and Physics from Monocular Videos ↗Yi-Ling Qiao, Alexander Gao, Ming C. Lin13 citations
  71. Neural Stochastic PDEs: Resolution-Invariant Learning of Continuous Spatiotemporal Dynamics ↗Cristopher Salvi, Maud Lemercier, Andris Gerasimovičs13 citations
  72. Nocturne: A Scalable Driving Benchmark for Bringing Multi-Agent Learning One Step Closer to the Real World ↗Eugene Vinitsky, Nathan Lichtlé, Xiaomeng Yang et al.13 citations
  73. Optimizing Data Collection for Machine Learning ↗Rafid Mahmood, James Lucas, José Manuel Álvarez et al.13 citations
  74. PaCo: Parameter-Compositional Multi-Task Reinforcement Learning ↗Lingfeng Sun, Haichao Zhang, Wei Xu et al.13 citations
  75. PatchComplete: Learning Multi-Resolution Patch Priors for 3D Shape Completion on Unseen Categories ↗Yuchen Rao, Yinyu Nie, Angela Dai13 citations
  76. RORL: Robust Offline Reinforcement Learning Via Conservative Smoothing ↗Rui Yang, Chenjia Bai, Xiaoteng Ma et al.13 citations
  77. S^3-NeRF: Neural Reflectance Field from Shading and Shadow Under a Single Viewpoint ↗Wenqi Yang, Guanying Chen, Chaofeng Chen et al.13 citations
  78. Second Thoughts Are Best: Learning to Re-Align with Human Values from Text Edits ↗Ruibo Liu, Chenyan Jia, Ge Zhang et al.13 citations
  79. So3krates: Equivariant Attention for Interactions on Arbitrary Length-Scales in Molecular Systems ↗Thorben Frank, Oliver T. Unke, Klaus-Robert Müller13 citations
  80. Subsidiary Prototype Alignment for Universal Domain Adaptation ↗Jogendra Nath Kundu, Suvaansh Bhambri, Akshay R Kulkarni et al.13 citations
  81. Towards Improving Calibration in Object Detection Under Domain Shift ↗Muhammad Akhtar Munir, Dr. Muhammad Naveed Salman Khan, M. Sarfraz et al.13 citations
  82. Towards Safe Reinforcement Learning with a Safety Editor Policy ↗Wei Xu, Wei Xu, Haichao Zhang13 citations
  83. Tractable Function-Space Variational Inference in Bayesian Neural Networks ↗Tim G. J. Rudner, Zonghao Chen, Yee Whye Teh et al.13 citations
  84. Your Transformer May Not Be as Powerful as You Expect ↗Shengjie Luo, Shanda Li, Shuxin Zheng et al.13 citations
  85. A Policy-Guided Imitation Approach for Offline Reinforcement Learning ↗Haoran Xu, Jianxiong Li, Jianxiong Li et al.12 citations
  86. A Simple Approach to Automated Spectral Clustering ↗Jicong Fan, Yiheng Tu, Zhao Zhang et al.12 citations
  87. ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation ↗Youngmin Oh, Donghyeon Baek, Bumsub Ham12 citations
  88. Asynchronous Actor-Critic for Multi-Agent Reinforcement Learning ↗Yuchen Xiao, Weihao Tan, Christopher Amato12 citations
  89. Concentration of Data Encoding in Parameterized Quantum Circuits ↗Guangxi Li, Ruilin Ye, Xuanqiang Zhao et al.12 citations
  90. Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation ↗Donghyeon Baek, Youngmin Oh, Junghyup Lee et al.12 citations
  91. Does Self-Supervised Learning Really Improve Reinforcement Learning from Pixels? ↗Xiang Yuan Li, Jinghuan Shang, Srijan Das et al.12 citations
  92. Enhance the Visual Representation Via Discrete Adversarial Training ↗Xiaofeng Mao, Yuefeng Chen, Ranjie Duan et al.12 citations
  93. Estimating and Explaining Model Performance When Both Covariates and Labels Shift ↗Lingjiao Chen, Matei Zaharia, James Zou12 citations
  94. Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation Via Linear Reward Shaping ↗Hao Sun, Lei Han, Rui Yang et al.12 citations
  95. Few-Shot Relational Reasoning Via Connection Subgraph Pretraining ↗Qian Huang, Hongyu Ren, Jure Leskovec12 citations
  96. Generalized One-Shot Domain Adaptation of Generative Adversarial Networks ↗Zicheng Zhang, Yinglu Liu, Congying Han et al.12 citations
  97. Generating Multivariate Time Series with COmmon Source CoordInated GAN (COSCI-GAN) ↗Ali Seyfi, Jean-François Rajotte, Raymond Ng12 citations
  98. Improving GANs with a Dynamic Discriminator ↗Ceyuan Yang, Yujun Shen, Yu Xu et al.12 citations
  99. Interaction Modeling with Multiplex Attention ↗Fan-Yun Sun, Isaac Kauvar, Ruohan Zhang et al.12 citations
  100. Label Noise in Adversarial Training: A Novel Perspective to Study Robust Overfitting ↗Chengyu Dong, Liyuan Liu, Jingbo Shang12 citations

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