Elamur Research⌕
☰
home / venues / NeurIPS / 2021 / papers

NeurIPS 2021: all accepted papers

481 papers · page 1 of 5 · the most cited first · ← NeurIPS 2021

1 2 … 5

  1. Do Transformers Really Perform Badly for Graph Representation ↗Chengxuan Ying, Tianle Cai, Shengjie Luo et al.358 citations
  2. HRFormer: High-Resolution Vision Transformer for Dense Predict ↗Yuhui Yuan, Rao Fu, Lang Huang et al.152 citations
  3. Artistic Style Transfer with Internal-external Learning and Contrastive Learning ↗Haibo Chen, Lei Zhao, Zhizhong Wang et al.121 citations
  4. Differentiable Spike: Rethinking Gradient-Descent for Training Spiking Neural Networks ↗Yuhang Li, Yufei Guo, Shanghang Zhang et al.103 citations
  5. Beta-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Robustness Verification ↗Shiqi Wang, Huan Zhang, Kaidi Xu et al.93 citations
  6. Test-Time Classifier Adjustment Module for Model-Agnostic Domain Generalization ↗Yusuke Iwasawa, Yutaka Matsuo80 citations
  7. Relative Uncertainty Learning for Facial Expression Recognition ↗Yuhang Zhang, Chengrui Wang, Weihong Deng76 citations
  8. Focal Attention for Long-Range Interactions in Vision Transformers ↗Jianwei Yang, Chunyuan Li, Pengchuan Zhang et al.74 citations
  9. Class-Incremental Learning via Dual Augmentation ↗Fei Zhu, Zhen Cheng, Xu-Yao Zhang et al.66 citations
  10. TokenLearner: Adaptive Space-Time Tokenization for Videos ↗Michael S. Ryoo, AJ Piergiovanni, Anurag Arnab et al.66 citations
  11. Learning with Noisy Correspondence for Cross-modal Matching ↗Zhenyu Huang, Guocheng Niu, Xiao Liu et al.61 citations
  12. Detecting Moments and Highlights in Videos via Natural Language Queries ↗Jie Lei, Tamara L. Berg, Mohit Bansal58 citations
  13. MAU: A Motion-Aware Unit for Video Prediction and Beyond ↗Zheng Chang, Xinfeng Zhang, Shanshe Wang et al.56 citations
  14. Universal Graph Convolutional Networks ↗Di Jin, Zhizhi Yu, Cuiying Huo et al.54 citations
  15. Revisiting Time Series Outlier Detection: Definitions and Benchmarks ↗Kwei-Herng Lai, Daochen Zha, Junjie Xu et al.51 citations
  16. A Hierarchical Reinforcement Learning Based Optimization Framework for Large-scale Dynamic Pickup and Delivery Problems ↗Yi Ma, Xiaotian Hao, Jianye Hao et al.49 citations
  17. Cross-view Geo-localization with Layer-to-Layer Transformer ↗Hongji Yang, Xiufan Lu, Yingying Zhu48 citations
  18. PartialFed: Cross-Domain Personalized Federated Learning via Partial Initialization ↗Benyuan Sun, Hongxing Huo, Yi Yang et al.44 citations
  19. UniDoc: Unified Pretraining Framework for Document Understanding ↗Jiuxiang Gu, Jason Kuen, Vlad I. Morariu et al.43 citations
  20. COVID-19 Sounds: A Large-Scale Audio Dataset for Digital Respiratory Screening ↗Xia Tong, Dimitris Spathis, Chlo e Brown et al.38 citations
  21. Debiased Visual Question Answering from Feature and Sample Perspectives ↗Zhiquan Wen, Guanghui Xu, Mingkui Tan et al.38 citations
  22. Leveraging Distribution Alignment via Stein Path for Cross-Domain Cold-Start Recommendation ↗Weiming Liu, Jiajie Su, Chaochao Chen et al.38 citations
  23. Rethinking Calibration of Deep Neural Networks: Do Not Be Afraid of Overconfidence ↗Deng-Bao Wang, Lei Feng, Min-Ling Zhang38 citations
  24. Backdoor Attack with Imperceptible Input and Latent Modification ↗Khoa D. Doan, Yingjie Lao, Ping Li36 citations
  25. Confident Anchor-Induced Multi-Source Free Domain Adaptation ↗Jiahua Dong, Zhen Fang, Anjin Liu et al.36 citations
  26. D2C: Diffusion-Decoding Models for Few-Shot Conditional Generation ↗Abhishek Sinha, Jiaming Song, Chenlin Meng et al.36 citations
  27. Shapley Residuals: Quantifying the limits of the Shapley value for explanations ↗I. Elizabeth Kumar, Carlos Scheidegger, Suresh Venkatasubramanian et al.35 citations
  28. ViSER: Video-Specific Surface Embeddings for Articulated 3D Shape Reconstruction ↗Gengshan Yang, Deqing Sun, Varun Jampani et al.35 citations
  29. Sageflow: Robust Federated Learning against Both Stragglers and Adversaries ↗Jung Wuk Park, Dong-Jun Han, Minseok Choi et al.33 citations
  30. Learning to dehaze with polarization ↗Chu Zhou, Minggui Teng, Yufei Han et al.32 citations
  31. Probabilistic Transformer For Time Series Analysis ↗Binh Tang, David S. Matteson32 citations
  32. SSAL: Synergizing between Self-Training and Adversarial Learning for Domain Adaptive Object Detection ↗Muhammad Akhtar Munir, Muhammad Haris Khan, Muhammad Saquib Sarfraz et al.32 citations
  33. Uncertainty-Driven Loss for Single Image Super-Resolution ↗Ning Qian, Weisheng Dong, Xin Li et al.32 citations
  34. Conformal Time-series Forecasting ↗Kamile Stankeviciute, Ahmed M. Alaa, Mihaela van der Schaar31 citations
  35. Curriculum Disentangled Recommendation with Noisy Multi-feedback ↗Hong Chen, Yudong Chen, Xin Wang et al.31 citations
  36. Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning ↗Xinyi Xu, Lingjuan Lyu, Xingjun Ma et al.31 citations
  37. Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training ↗Hongwei Xue, Yupan Huang, Bei Liu et al.31 citations
  38. Stochastic Solutions for Linear Inverse Problems using the Prior Implicit in a Denoiser ↗Zahra Kadkhodaie, Eero P. Simoncelli31 citations
  39. Breaking the centralized barrier for cross-device federated learning ↗Sai Praneeth Karimireddy, Martin Jaggi, Satyen Kale et al.30 citations
  40. Disentangled Contrastive Learning on Graphs ↗Haoyang Li, Xin Wang, Ziwei Zhang et al.30 citations
  41. INDIGO: GNN-Based Inductive Knowledge Graph Completion Using Pair-Wise Encoding ↗Shuwen Liu, Bernardo Cuenca Grau, Ian Horrocks et al.30 citations
  42. Searching for Efficient Transformers for Language Modeling ↗David R. So, Wojciech Mańke, Hanxiao Liu et al.30 citations
  43. Balanced Chamfer Distance as a Comprehensive Metric for Point Cloud Completion ↗Tong Wu, Liang Pan, Junzhe Zhang et al.29 citations
  44. Towards Efficient and Effective Adversarial Training ↗Gaurang Sriramanan, Sravanti Addepalli, Arya Baburaj et al.29 citations
  45. Are We Learning Yet? A Meta Review of Evaluation Failures Across Machine Learning ↗Thomas T. Liao, Rohan Taori, Inioluwa Deborah Raji et al.28 citations
  46. Exploring Cross-Video and Cross-Modality Signals for Weakly-Supervised Audio-Visual Video Parsing ↗Yan-Bo Lin, Hung-Yu Tseng, Hsin-Ying Lee et al.28 citations
  47. OpenMatch: Open-Set Semi-supervised Learning with Open-set Consistency Regularization ↗Kuniaki Saito, Donghyun Kim, Kate Saenko28 citations
  48. Aligned Structured Sparsity Learning for Efficient Image Super-Resolution ↗Yulun Zhang, Huan Wang, Can Qin et al.27 citations
  49. Learning Transferable Adversarial Perturbations ↗Krishna Kanth Nakka, Mathieu Salzmann27 citations
  50. Adaptive Diffusion in Graph Neural Networks ↗Jialin Zhao, Yuxiao Dong, Ming Lei Ding et al.26 citations
  51. Benchmark for Compositional Text-to-Image Synthesis ↗Dong Huk Park, Samaneh Azadi, Xihui Liu et al.26 citations
  52. Unbiased Classification through Bias-Contrastive and Bias-Balanced Learning ↗Youngkyu Hong, Eunho Yang26 citations
  53. Diverse Message Passing for Attribute with Heterophily ↗Liang Yang, Mengzhe Li, Liyang Liu et al.25 citations
  54. Rethinking the Pruning Criteria for Convolutional Neural Network ↗Zhongzhan Huang, Xinjiang Wang, Ping Luo25 citations
  55. Automatic Unsupervised Outlier Model Selection ↗Yue Zhao, Ryan A. Rossi, Leman Akoglu24 citations
  56. Integrating Tree Path in Transformer for Code Representation ↗Peng Han, Ge Li, Wenhan Wang et al.24 citations
  57. Federated Split Task-Agnostic Vision Transformer for COVID-19 CXR Diagnosis ↗Sang Joon Park, Gwanghyun Kim, Jeongsol Kim et al.23 citations
  58. Lifelong Domain Adaptation via Consolidated Internal Distribution ↗Mohammad Ghomi Rostami23 citations
  59. Delayed Gradient Averaging: Tolerate the Communication Latency for Federated Learning ↗Ligeng Zhu, Hongzhou Lin, Yao Lu et al.22 citations
  60. Towards Multi-Grained Explainability for Graph Neural Networks ↗Xiang Wang, Yingxin Wu, An Zhang et al.22 citations
  61. GRIN: Generative Relation and Intention Network for Multi-agent Trajectory Prediction ↗Long-yuan Li, Yao Jian, Li Kevin Wenliang et al.21 citations
  62. Multimodal and Multilingual Embeddings for Large-Scale Speech Mining ↗Paul-Ambroise Duquenne, Hongyu Gong, Holger Schwenk21 citations
  63. Robust Pose Estimation in Crowded Scenes with Direct Pose-Level Inference ↗Dongkai Wang, Shiliang Steven Zhang, Gang Hua21 citations
  64. Adversarial Teacher-Student Representation Learning for Domain Generalization ↗Fu-En Yang, Yuan-Chia Cheng, Zu-Yun Shiau et al.20 citations
  65. Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training ↗Shangshu Qian, Hung Viet Pham, Thibaud Lutellier et al.20 citations
  66. Counterfactual Invariance to Spurious Correlations in Text Classification ↗Victor Veitch, Alexander D’Amour, Steve Yadlowsky et al.20 citations
  67. Graph Neural Networks with Adaptive Residual ↗Xiaorui Liu, Jiayuan Ding, Wei Jin et al.20 citations
  68. Memory-efficient Patch-based Inference for Tiny Deep Learning ↗Ji Lin, Wei-Ming Chen, Han Cai et al.20 citations
  69. Contrastive Learning of Global and Local Video Representations ↗Shuang Ma, Zhaoyang Zeng, Daniel McDuff et al.19 citations
  70. CorticalFlow: A Diffeomorphic Mesh Transformer Network for Cortical Surface Reconstruction ↗Léo Lebrat, Rodrigo Santa Cruz, Frédéric de Gournay et al.19 citations
  71. Encoding Spatial Distribution of Convolutional Features for Texture Representation ↗Yong Xu, Feng Li, Zhile Chen et al.19 citations
  72. Learning Transferable Features for Point Cloud Detection via 3D Contrastive Co-training ↗Yihan Zeng, Chunwei Wang, Yunbo Wang et al.19 citations
  73. Not All Low-Pass Filters are Robust in Graph Convolutional Networks ↗Heng Chang, Yu Rong, Tingyang Xu et al.19 citations
  74. NovelD: A Simple yet Effective Exploration Criterion ↗Tianjun Zhang, Huazhe Xu, Xiaolong Wang et al.19 citations
  75. DominoSearch: Find layer-wise fine-grained N:M sparse schemes from dense neural networks ↗Wei Sun, Aojun Zhou, Sander Stuijk et al.18 citations
  76. EDGE: Explaining Deep Reinforcement Learning Policies ↗Wenbo Guo, Xian Wu, Usmann Khan et al.18 citations
  77. Fast Abductive Learning by Similarity-based Consistency Optimization ↗Yuxuan Huang, Wang-Zhou Dai, Le-Wen Cai et al.18 citations
  78. Generalized and Discriminative Few-Shot Object Detection via SVD-Dictionary Enhancement ↗Aming Wu, Suqi Zhao, Cheng Dan Deng et al.18 citations
  79. Graph Differentiable Architecture Search with Structure Learning ↗Yijian Qin, Xin Wang, Zeyang Zhang et al.18 citations
  80. Joint Semantic Mining for Weakly Supervised RGB-D Salient Object Detection ↗Jingjing Li, Wei Ji, Qi Bi et al.18 citations
  81. Landmark-RxR: Solving Vision-and-Language Navigation with Fine-Grained Alignment Supervision ↗Keji He, Yan Huang, Qi Wu et al.18 citations
  82. Learning from Inside: Self-driven Siamese Sampling and Reasoning for Video Question Answering ↗Weijiang Yu, Haoteng Zheng, Mengfei Li et al.18 citations
  83. PolarStream: Streaming Object Detection and Segmentation with Polar Pillars ↗Qi Chen, Sourabh Vora, Oscar Beijbom18 citations
  84. Recovering Latent Causal Factor for Generalization to Distributional Shifts ↗Xinwei Sun, Botong Wu, Xiangyu Zheng et al.18 citations
  85. Validation Free and Replication Robust Volume-based Data Valuation ↗Xinyi Xu, Zhaoxuan Wu, Chuan-Sheng Foo et al.18 citations
  86. BNS: Building Network Structures Dynamically for Continual Learning ↗Qi Qin, Wenpeng Hu, Peng Han et al.17 citations
  87. Container: Context Aggregation Networks ↗Peng Fei Gao, Jiasen Lu, Hongsheng Li et al.17 citations
  88. DRONE: Data-aware Low-rank Compression for Large NLP Models ↗Patrick M. Chen, Hsiang‐Fu Yu, Inderjit S. Dhillon et al.17 citations
  89. Directed Graph Contrastive Learning ↗Zekun Tong, Yuxuan Liang, Henghui Ding et al.17 citations
  90. Explicable Reward Design for Reinforcement Learning Agents ↗Rati Devidze, Goran Radanović, Parameswaran Kamalaruban et al.17 citations
  91. Leveraging SE(3) Equivariance for Self-supervised Category-Level Object Pose Estimation from Point Clouds ↗Xiaolong Li, Yijia Weng, Li Yi et al.17 citations
  92. Minimizing Polarization and Disagreement in Social Networks via Link Recommendation ↗Liwang Zhu, Qi Bao, Zhongzhi Zhang17 citations
  93. Predicting Molecular Conformation via Dynamic Graph Score Matching ↗Shitong Luo, Chence Shi, Minkai Xu et al.17 citations
  94. Reinforcement Learning Benchmarks for Traffic Signal Control ↗James Ault, Guni Sharon17 citations
  95. Scallop: From Probabilistic Deductive Databases to Scalable Differentiable Reasoning ↗Jiani Huang, Ziyang Li, Binghong Chen et al.17 citations
  96. Deep Extended Hazard Models for Survival Analysis ↗Qixian Zhong, Jonas Mueller, Jane-Ling Wang16 citations
  97. Knowledge-inspired 3D Scene Graph Prediction in Point Cloud ↗Shoulong Zhang, Shuai Li, Aimin Hao et al.16 citations
  98. Mitigating Forgetting in Online Continual Learning with Neuron Calibration ↗Haiyan Yin, Peng Yang, Ping Li16 citations
  99. Representing Long-Range Context for Graph Neural Networks with Global Attention ↗Paras Jain, Zhanghao Wu, Matthew A. Wright et al.16 citations
  100. Scatterbrain: Unifying Sparse and Low-rank Attention ↗Beidi Chen, Tri Dao, Eric Winsor et al.16 citations

1 2 … 5

↑ back to top

This page in Markdown → https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/2021/papers/