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NeurIPS 2021: all accepted papers

481 papers · page 3 of 5 · the most cited first · ← NeurIPS 2021

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  1. True Few-Shot Learning with Language Models ↗Ethan Perez, Douwe Kiela, Kyunghyun Cho6 citations
  2. Understanding Partial Multi-Label Learning via Mutual Information ↗Xiuwen Gong, Dong Yuan, Wei Bao6 citations
  3. Unsupervised Representation Transfer for Small Networks: I Believe I Can Distill On-the-Fly ↗Hee Min Choi, Hyoa Kang, Dokwan Oh6 citations
  4. VFP290K: A Large-Scale Benchmark Dataset for Vision-based Fallen Person Detection ↗Jaeju An, Jeong‐Ho Kim, Hanbeen Lee et al.6 citations
  5. A Gaussian Process-Bayesian Bernoulli Mixture Model for Multi-Label Active Learning ↗Weishi Shi, Dayou Yu, Qi Yu5 citations
  6. Adaptive Proximal Gradient Methods for Structured Neural Networks ↗Jihun Yun, Aurelie C. Lozano, Eunho Yang5 citations
  7. Asynchronous Decentralized Online Learning ↗Jiyan Jiang, Wenpeng Zhang, Jinjie Gu et al.5 citations
  8. CO-PILOT: COllaborative Planning and reInforcement Learning On sub-Task curriculum ↗Shuang Ao, Tianyi Zhou, Guodong Long et al.5 citations
  9. Cross-modal Domain Adaptation for Cost-Efficient Visual Reinforcement Learning ↗Xionghui Chen, Shengyi Jiang, Feng Xu et al.5 citations
  10. Curriculum Offline Imitating Learning ↗Minghuan Liu, Hanye Zhao, Zhengyu Yang et al.5 citations
  11. Hypergraph Propagation and Community Selection for Objects Retrieval ↗Guoyuan An, Yuchi Huo, Sung‐Eui Yoon5 citations
  12. Implicit Semantic Response Alignment for Partial Domain Adaptation ↗Wenxiao Xiao, Zhengming Ding, Hongfu Liu5 citations
  13. Joint Modeling of Visual Objects and Relations for Scene Graph Generation ↗Minghao Xu, Meng Qu, Bingbing Ni et al.5 citations
  14. Learning Disentangled Behavior Embeddings ↗Changhao Shi, Sivan Schwartz, Shahar Levy et al.5 citations
  15. Locally Most Powerful Bayesian Test for Out-of-Distribution Detection using Deep Generative Models ↗keunseo kim, JunCheol Shin, Heeyoung Kim5 citations
  16. Locally differentially private estimation of functionals of discrete distributions ↗Cristina Butucea, Yann Issartel5 citations
  17. Neighborhood Reconstructing Autoencoders ↗Yonghyeon Lee, Hyeokjun Kwon, Frank C. Park5 citations
  18. On the Representation Power of Set Pooling Networks ↗Christian Bueno, Alan Hylton5 citations
  19. Online Knapsack with Frequency Predictions ↗Sungjin Im, Ravi Kumar, Mahshid Montazer Qaem et al.5 citations
  20. Private Non-smooth ERM and SCO in Subquadratic Steps ↗Janardhan Kulkarni, Yin Tat Lee, Daogao Liu5 citations
  21. Probabilistic Forecasting: A Level-Set Approach ↗Hilaf Hasson, Bernie Wang, Tim Januschowski et al.5 citations
  22. Refined Learning Bounds for Kernel and Approximate k-Means ↗Yong Liu5 citations
  23. Reformulating Zero-shot Action Recognition for Multi-label Actions ↗Alec Kerrigan, Kevin Duarte, Yogesh Singh Rawat et al.5 citations
  24. Robust Visual Reasoning via Language Guided Neural Module Networks ↗Arjun Akula, Varun Jampani, Soravit Changpinyo et al.5 citations
  25. SILG: The Multi-domain Symbolic Interactive Language Grounding Benchmark ↗Victor W. Zhong, Austin W. Hanjie, Sida Wang et al.5 citations
  26. Speech-T: Transducer for Text to Speech and Beyond ↗Jiawei Chen, Xu Tan, Yichong Leng et al.5 citations
  27. Subgaussian and Differentiable Importance Sampling for Off-Policy Evaluation and Learning ↗Alberto Maria Metelli, Alessio Russo, Marcello Restelli5 citations
  28. Towards Stable and Robust AdderNets ↗Minjing Dong, Yunhe Wang, Xinghao Chen et al.5 citations
  29. User-Level Differentially Private Learning via Correlated Sampling ↗Badih Ghazi, Ravi Kumar, Pasin Manurangsi5 citations
  30. Variational Continual Bayesian Meta-Learning ↗Qiang Zhang, Jinyuan Fang, Zaiqiao Meng et al.5 citations
  31. AC-GC: Lossy Activation Compression with Guaranteed Convergence ↗R. David Evans, Tor M. Aamodt4 citations
  32. Adaptive Online Packing-guided Search for POMDPs ↗Chenyang Wu, Guo‐Yu Yang, Zongzhang Zhang et al.4 citations
  33. Causal Inference for Event Pairs in Multivariate Point Processes ↗Tian Gao, Dharmashankar Subramanian, Debarun Bhattacharjya et al.4 citations
  34. Constrained Two-step Look-Ahead Bayesian Optimization ↗Yunxiang Zhang, Xiangyu Zhang, Peter I. Frazier4 citations
  35. Differentially Private Model Personalization ↗Prateek Jain, John E. Rush, Adam Smith et al.4 citations
  36. Dynamic Environments with Deformable Objects ↗Rika Antonova, Peiyang Shi, Hang Yin et al.4 citations
  37. Emergent Communication under Varying Sizes and Connectivities ↗Jooyeon Kim, Alice H. Oh4 citations
  38. Estimating Multi-cause Treatment Effects via Single-cause Perturbation ↗Zhaozhi Qian, Alicia Curth, Mihaela van der Schaar4 citations
  39. Federated-EM with heterogeneity mitigation and variance reduction ↗Aymeric Dieuleveut, Gersende Fort, Éric Moulines et al.4 citations
  40. Gauge Equivariant Transformer ↗Lingshen He, Yiming Dong, Yisen Wang et al.4 citations
  41. General Nonlinearities in SO(2)-Equivariant CNNs ↗Daniel Franzen, Michael Wand4 citations
  42. Hardware Design and Accurate Simulation of Structured-Light Scanning for Benchmarking of 3D Reconstruction Algorithms ↗Sebastian Koch, Yurii Piadyk, Markus Worchel et al.4 citations
  43. KS-GNN: Keywords Search over Incomplete Graphs via Graphs Neural Network ↗Yu Hao, Xin Cao, Yufan Sheng et al.4 citations
  44. Learning in two-player zero-sum partially observable Markov games with perfect recall ↗Tadashi Kozuno, Pierre Ménard, Rémi Munos et al.4 citations
  45. Learning to Generate Visual Questions with Noisy Supervision ↗Kai Shen, Lingfei Wu, Siliang Tang et al.4 citations
  46. Modality-Agnostic Topology Aware Localization ↗Farhad Ghazvinian Zanjani, Ilia Karmanov, Hanno Ackermann et al.4 citations
  47. Offline Model-based Adaptable Policy Learning ↗Xionghui Chen, Y. Yu, Qingyang Li et al.4 citations
  48. On the Bias-Variance-Cost Tradeoff of Stochastic Optimization ↗Yifan Hu, Xin Chen, Niao He4 citations
  49. On the Sample Complexity of Learning under Geometric Stability ↗Alberto Bietti, Luca Venturi, Joan Bruna4 citations
  50. Reinforcement Learning in Newcomblike Environments ↗James Bell, Linda Linsefors, Caspar Oesterheld et al.4 citations
  51. Scalable and Stable Surrogates for Flexible Classifiers with Fairness Constraints ↗Henry Bendekgey, Erik B. Sudderth4 citations
  52. Sharp Impossibility Results for Hyper-graph Testing ↗Jiashun Jin, Tracy Ke, Jiajun Liang4 citations
  53. Spatiotemporal Joint Filter Decomposition in 3D Convolutional Neural Networks ↗Zichen Miao, Ze Wang, Xiuyuan Cheng et al.4 citations
  54. Towards a Unified Game-Theoretic View of Adversarial Perturbations and Robustness ↗Jie Ren, Die Zhang, Yisen Wang et al.4 citations
  55. A Unified Few-Shot Classification Benchmark to Compare Transfer and Meta Learning Approaches ↗Vincent Dumoulin, Neil Houlsby, Utku Evci et al.3 citations
  56. Action-guided 3D Human Motion Prediction ↗Jiangxin Sun, Zihang Lin, Xintong Han et al.3 citations
  57. Adversarial Attacks on Graph Classifiers via Bayesian Optimisation ↗Xingchen Wan, Henry Kenlay, Robin Ru et al.3 citations
  58. Analyzing the Generalization Capability of SGLD Using Properties of Gaussian Channels ↗Hao Wang, Yizhe Huang, Rui Gao et al.3 citations
  59. Automatic and Harmless Regularization with Constrained and Lexicographic Optimization: A Dynamic Barrier Approach ↗Chengyue Gong, Xingchao Liu, Qiang Liu3 citations
  60. BAST: Bayesian Additive Regression Spanning Trees for Complex Constrained Domain ↗Zhao Tang Luo, Huiyan Sang, Bani K. Mallick3 citations
  61. Clustering Effect of Adversarial Robust Models ↗Yang Bai, Xin Yan, Yong Jiang et al.3 citations
  62. Compressed Video Contrastive Learning ↗Yuqi Huo, Mingyu Ding, Haoyu Lu et al.3 citations
  63. Constrained Robust Submodular Partitioning ↗Shengjie Wang, Tianyi Zhou, Chandrashekhar Lavania et al.3 citations
  64. Continuized Accelerations of Deterministic and Stochastic Gradient Descents, and of Gossip Algorithms ↗Mathieu Even, Raphaël Berthier, Francis Bach et al.3 citations
  65. Double Machine Learning Density Estimation for Local Treatment Effects with Instruments ↗Yonghan Jung, Jin Wen Tian, Elias Bareinboim3 citations
  66. Efficient Training of Retrieval Models using Negative Cache ↗Erik Lindgren, Sashank Jakkam Reddi, Ruiqi Guo et al.3 citations
  67. Fast Routing under Uncertainty: Adaptive Learning in Congestion Games via Exponential Weights ↗Dong Quan Vu, Kimon Antonakopoulos, Panayotis Mertikopoulos3 citations
  68. Functionally Regionalized Knowledge Transfer for Low-resource Drug Discovery ↗Huaxiu Yao, Ying Wei, Long-Kai Huang et al.3 citations
  69. Generalizable Imitation Learning from Observation via Inferring Goal Proximity ↗Youngwoon Lee, Andrew Szot, Shaohua Sun et al.3 citations
  70. Generalizable Multi-linear Attention Network ↗Tao Jin, Zhou Li Zhao3 citations
  71. Hyperbolic Procrustes Analysis Using Riemannian Geometry ↗Ya-Wei Eileen Lin, Yuval Kluger, Ronen Talmon3 citations
  72. Kernel Functional Optimisation ↗Arun Kumar Anjanapura Venkatesh, Alistair P. Shilton, Santu Rana et al.3 citations
  73. Local Signal Adaptivity: Provable Feature Learning in Neural Networks Beyond Kernels ↗Stefani Karp, Ezra Winston, Yuanzhi Li et al.3 citations
  74. Monte Carlo Tree Search With Iteratively Refining State Abstractions ↗Samuel Sokota, Caleb Ho, Zaheen Farraz Ahmad et al.3 citations
  75. On the Existence of The Adversarial Bayes Classifier ↗Pranjal Awasthi, Natalie S. Frank, Mehryar Mohri3 citations
  76. Prior-independent Dynamic Auctions for a Value-maximizing Buyer ↗Yuan Qing Deng, Hanrui Zhang3 citations
  77. Raw Nav-merge Seismic Data to Subsurface Properties with MLP based Multi-Modal Information Unscrambler ↗Aditya Desai, Zhaozhuo Xu, Menal Gupta et al.3 citations
  78. Representer Point Selection via Local Jacobian Expansion for Post-hoc Classifier Explanation of Deep Neural Networks and Ensemble Models ↗Yi Sui, Ga Wu, Scott Sanner3 citations
  79. See More for Scene: Pairwise Consistency Learning for Scene Classification ↗Gongwei Chen, Xinhang Song, Bohan Wang et al.3 citations
  80. Shift Invariance Can Reduce Adversarial Robustness ↗Vasu Singla, Songwei Ge, Ronen Basri et al.3 citations
  81. Solving Graph-based Public Goods Games with Tree Search and Imitation Learning ↗Victor-Alexandru Darvariu, Stephen M. V. Hailes, Mirco Musolesi3 citations
  82. Solving Min-Max Optimization with Hidden Structure via Gradient Descent Ascent ↗Emmanouil-Vasileios Vlatakis-Gkaragkounis, Lampros Flokas, Georgios Piliouras3 citations
  83. Speedy Performance Estimation for Neural Architecture Search ↗Robin Ru, Clare Lyle, Lisa Schut et al.3 citations
  84. Spherical Motion Dynamics: Learning Dynamics of Normalized Neural Network using SGD and Weight Decay ↗Ruosi Wan, Zhanxing Zhu, Xiangyu Zhang et al.3 citations
  85. Structure-Aware Random Fourier Kernel for Graphs ↗Jinyuan Fang, Qiang Zhang, Zaiqiao Meng et al.3 citations
  86. The Adaptive Doubly Robust Estimator and a Paradox Concerning Logging Policy ↗Masahiro Kato, Kenichiro McAlinn, Shota Yasui3 citations
  87. The Semi-Random Satisfaction of Voting Axioms ↗Lirong Xia3 citations
  88. Universal Approximation Using Well-Conditioned Normalizing Flows ↗Holden Lee, Chirag Pabbaraju, Anish Prasad Sevekari et al.3 citations
  89. Weighted model estimation for offline model-based reinforcement learning ↗Toru Hishinuma, Kei Senda3 citations
  90. When Is Unsupervised Disentanglement Possible ↗Daniella Horan, Eitan Richardson, Yair Weiss3 citations
  91. A Convergence Analysis of Gradient Descent on Graph Neural Networks ↗Pranjal Awasthi, Abhimanyu Das, Sreenivas Gollapudi2 citations
  92. A Faster Maximum Cardinality Matching Algorithm with Applications in Machine Learning ↗Nathaniel Lahn, Sharath Raghvendra, Jiacheng Ye2 citations
  93. A Highly-Efficient Group Elastic Net Algorithm with an Application to Function-On-Scalar Regression ↗Tobia Boschi, Matthew L. Reimherr, Francesca Chiaromonte2 citations
  94. A Note on Sparse Generalized Eigenvalue Problem ↗Yunfeng Cai, Guanhua Fang, Ping Li2 citations
  95. Antipodes of Label Differential Privacy: PATE and ALIBI ↗Mani Malek Esmaeili, Ilya Mironov, Karthik Prasad et al.2 citations
  96. Artsheets for Art Datasets ↗R. Srinivasan, Emily Denton, Jordan Famularo et al.2 citations
  97. Biological key-value memory networks ↗Danil Tyulmankov, Ching Fang, Annapurna Vadaparty et al.2 citations
  98. CCNLab: A Benchmarking Framework for Computational Cognitive Neuroscience ↗Nikhil Xie Bhattasali, Momchil S. Tomov, Samuel J. Gershman2 citations
  99. Capacity and Bias of Learned Geometric Embeddings for Directed Graphs ↗Michael Boratko, Dongxu Zhang, Nicholas Monath et al.2 citations
  100. Closing the loop in medical decision support by understanding clinical decision-making: A case study on organ transplantation ↗Yuchao Qin, Fergus Imrie, Alihan Hüyük et al.2 citations

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