---
title: "ICLR 2020 — all accepted papers with summaries and citations"
description: "All 150 papers of ICLR 2020 · page 1 of 2, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/international-conference-on-learning-representations-iclr/2020/papers/"
---
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# ICLR 2020: all accepted papers

150 papers · page 1 of 2 · the most cited first · [← ICLR 2020](https://md.research.elamur.ai/free/en/venues/international-conference-on-learning-representations-iclr/2020/)

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1. **[Improving Adversarial Robustness Requires Revisiting Misclassified Examples ↗](https://openreview.net/pdf?id=rklOg6EFwS)**Yisen Wang, Difan Zou, Jinfeng Yi et al.*267 citations*
2. **[VL-BERT: Pre-training of Generic Visual-Linguistic Representations ↗](https://openreview.net/pdf?id=SygXPaEYvH)**Weijie Su, Xizhou Zhu, Yue Cao et al.*252 citations*
3. **[DBA: Distributed Backdoor Attacks against Federated Learning ↗](https://openreview.net/pdf?id=rkgyS0VFvr)**Chulin Xie, Keli Huang, Pin‐Yu Chen et al.*244 citations*
4. **[On the Convergence of FedAvg on Non-IID Data ↗](https://www.openreview.net/pdf?id=HJxNAnVtDS)**Xiang Li, Kaixuan Huang, Wenhao Yang et al.*235 citations*
5. **[AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty ↗](https://openreview.net/pdf?id=S1gmrxHFvB)**Dan Hendrycks, Norman Mu, Ekin D. Cubuk et al.*168 citations*
6. **[Learning The Difference That Makes A Difference With Counterfactually-Augmented Data ↗](https://openreview.net/pdf?id=Sklgs0NFvr)**Divyansh Kaushik, Eduard H. Hovy, Zachary C. Lipton*168 citations*
7. **[Poly-encoders: Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring ↗](https://openreview.net/pdf?id=SkxgnnNFvH)**Samuel Humeau, Kurt Shuster, Marie-Anne Lachaux et al.*155 citations*
8. **[A Learning-based Iterative Method for Solving Vehicle Routing Problems ↗](https://www.openreview.net/pdf?id=BJe1334YDH)**Lu Hao, Xingwen Zhang, Shuang Yang*120 citations*
9. **[Fair Resource Allocation in Federated Learning ↗](https://www.openreview.net/pdf?id=ByexElSYDr)**Tian Li, Maziar Sanjabi, Ahmad Beirami et al.*120 citations*
10. **[Implementation Matters in Deep RL: A Case Study on PPO and TRPO ↗](https://openreview.net/pdf?id=r1etN1rtPB)**Logan Engstrom, Andrew Ilyas, Shibani Santurkar et al.*112 citations*
11. **[Neural Text Generation With Unlikelihood Training ↗](https://www.openreview.net/pdf?id=SJeYe0NtvH)**Sean Welleck, Ilia Kulikov, Stephen Roller et al.*111 citations*
12. **[StructPool: Structured Graph Pooling via Conditional Random Fields ↗](https://openreview.net/pdf?id=BJxg_hVtwH)**Hao Yuan, Shuiwang Ji*102 citations*
13. **[Distributionally Robust Neural Networks ↗](https://www.openreview.net/pdf?id=ryxGuJrFvS)**Shiori Sagawa, Pang Wei Koh, Tatsunori Hashimoto et al.*98 citations*
14. **[Global Relational Models of Source Code ↗](https://openreview.net/pdf?id=B1lnbRNtwr)**Vincent Josua Hellendoorn, Charles A. Sutton, Rishabh Kumar Singh et al.*93 citations*
15. **[Transformer-XH: Multi-Evidence Reasoning with eXtra Hop Attention ↗](https://www.openreview.net/pdf?id=r1eIiCNYwS)**Chen Zhao, Chenyan Xiong, Corby Rosset et al.*93 citations*
16. **[Graph Neural Networks Exponentially Lose Expressive Power for Node Classification ↗](https://www.openreview.net/pdf?id=S1ldO2EFPr)**Kenta Oono, Taiji Suzuki*91 citations*
17. **[Language GANs Falling Short ↗](http://openreview.net/pdf?id=BJgza6VtPB)**Massimo Caccia, Lucas Caccia, W. Fedus et al.*80 citations*
18. **[Model Based Reinforcement Learning for Atari ↗](http://www.openreview.net/pdf?id=S1xCPJHtDB)**Łukasz Kaiser, Mohammad Babaeizadeh, Piotr Miłoś et al.*76 citations*
19. **[Fantastic Generalization Measures and Where to Find Them ↗](https://openreview.net/pdf?id=SJgIPJBFvH)**Yiding Jiang, Behnam Neyshabur, Dilip Krishnan et al.*75 citations*
20. **[Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds ↗](https://openreview.net/pdf?id=ryghZJBKPS)**Jordan T. Ash, Chicheng Zhang, Akshay Krishnamurthy et al.*74 citations*
21. **[LEARNED STEP SIZE QUANTIZATION ↗](https://www.openreview.net/pdf?id=rkgO66VKDS)**Steven K. Esser, Jeffrey L. McKinstry, Deepika Bablani et al.*74 citations*
22. **[Lagrangian Fluid Simulation with Continuous Convolutions ↗](https://www.openreview.net/pdf?id=B1lDoJSYDH)**Benjamin Ummenhofer, Lukas Prantl, Nils Thuerey et al.*73 citations*
23. **[Neural Machine Translation with Universal Visual Representation ↗](http://openreview.net/forum?id=Byl8hhNYPS)**Zhuosheng Zhang, Kehai Chen, Rui Wang et al.*73 citations*
24. **[Efficient and Information-Preserving Future Frame Prediction and Beyond ↗](https://www.openreview.net/pdf?id=B1eY_pVYvB)**Wei Yu, Yichao Lu, Steve Easterbrook et al.*67 citations*
25. **[From Variational to Deterministic Autoencoders ↗](http://dblp.uni-trier.de/db/journals/corr/corr1903.html#abs-1903-12436)**Partha Sarathi Ghosh, Mehdi S. M. Sajjadi, Antonio Vergari et al.*65 citations*
26. **[Neural Symbolic Reader: Scalable Integration of Distributed and Symbolic Representations for Reading Comprehension ↗](https://openreview.net/pdf?id=ryxjnREFwH)**Xinyun Chen, Liang Chen, Adams Wei Yu et al.*65 citations*
27. **[On Identifiability in Transformers ↗](https://openreview.net/pdf?id=BJg1f6EFDB)**Gino Brunner, Yang Liu, Damián Pascual et al.*63 citations*
28. **[Can gradient clipping mitigate label noise ↗](https://www.openreview.net/pdf?id=rklB76EKPr)**Aditya Krishna Menon, Ankit Singh Rawat, Sashank Jakkam Reddi et al.*60 citations*
29. **[Permutation Equivariant Models for Compositional Generalization in Language ↗](https://openreview.net/pdf?id=SylVNerFvr)**Jonathan A.R. Gordon, David López-Paz, Marco Baroni et al.*60 citations*
30. **[Multiplicative Interactions and Where to Find Them ↗](https://openreview.net/pdf?id=rylnK6VtDH)**Siddhant M. Jayakumar, Jacob Menick, Wojciech Marian Czarnecki et al.*52 citations*
31. **[Towards Fast Adaptation of Neural Architectures with Meta Learning ↗](https://www.openreview.net/pdf?id=r1eowANFvr)**Dongze Lian, Yin Zheng, Yintao Xu et al.*50 citations*
32. **[Hamiltonian Generative Networks ↗](https://openreview.net/pdf?id=HJenn6VFvB)**Aleksandar Botev, Irina Higgins, Andrew Jaegle et al.*49 citations*
33. **[Adaptive Structural Fingerprints for Graph Attention Networks ↗](https://www.openreview.net/pdf?id=BJxWx0NYPr)**Kai Zhang, Yaokang Zhu, Yi-Xiang Wang et al.*48 citations*
34. **[Data-dependent Gaussian Prior Objective for Language Generation ↗](https://openreview.net/pdf?id=S1efxTVYDr)**Zuchao Li, Rui Wang, Kehai Chen et al.*48 citations*
35. **[Improving Neural Language Generation with Spectrum Control ↗](https://openreview.net/pdf?id=ByxY8CNtvr)**Lingxiao Wang, Jing Huang, Kevin Huang et al.*45 citations*
36. **[Model-based reinforcement learning for biological sequence design ↗](https://www.openreview.net/pdf?id=HklxbgBKvr)**Christof Angermueller, David Dohan, David Belanger et al.*45 citations*
37. **[Pay Attention to Features, Transfer Learn faster CNNs ↗](https://openreview.net/pdf?id=ryxyCeHtPB)**Kafeng Wang, Xitong Gao, Yiren Zhao et al.*45 citations*
38. **[You Only Train Once: Loss-Conditional Training of Deep Networks ↗](https://www.openreview.net/pdf?id=HyxY6JHKwr)**Alexey Dosovitskiy, Josip Djolonga*44 citations*
39. **[RaPP: Novelty Detection with Reconstruction along Projection Pathway ↗](https://www.openreview.net/pdf?id=HkgeGeBYDB)**Ki‐Hyun Kim, Sangwoo Shim, Yongsub Lim et al.*43 citations*
40. **[Attentional Constellation Nets for Few-Shot Learning. ↗](https://openreview.net/pdf?id=vujTf_I8Kmc)**Weijian Xu, Yifan Xu, Huaijin Wang et al.*41 citations*
41. **[Deep Orientation Uncertainty Learning based on a Bingham Loss ↗](http://www.openreview.net/pdf?id=ryloogSKDS)**Igor Glitschenski, Wilko Schwarting, Roshni Sahoo et al.*41 citations*
42. **[Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks ↗](https://openreview.net/pdf?id=SJlHwkBYDH)**Jiadong Lin, Chuanbiao Song, Kun He et al.*40 citations*
43. **[BayesOpt Adversarial Attack ↗](https://www.openreview.net/pdf?id=Hkem-lrtvH)**Binxin Ru, Adam D. Cobb, Arno Blaas et al.*39 citations*
44. **[Learning deep graph matching with channel-independent embedding and Hungarian attention ↗](https://www.openreview.net/pdf?id=rJgBd2NYPH)**Tianshu Yu, Runzhong Wang, Junchi Yan et al.*39 citations*
45. **[Learning Disentangled Representations for CounterFactual Regression ↗](https://openreview.net/pdf?id=HkxBJT4YvB)**Negar Hassanpour, Russell Greiner*38 citations*
46. **[CATER: A diagnostic dataset for Compositional Actions & TEmporal Reasoning ↗](http://www.openreview.net/pdf?id=HJgzt2VKPB)**Rohit Girdhar, Deva Ramanan*36 citations*
47. **[Disagreement-Regularized Imitation Learning ↗](https://openreview.net/pdf?id=rkgbYyHtwB)**Kianté Brantley, Wen Yao Sun, Mikael Henaff*35 citations*
48. **[Option Discovery using Deep Skill Chaining ↗](https://www.openreview.net/pdf?id=B1gqipNYwH)**Akhil Bagaria, George Konidaris*35 citations*
49. **[Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware ↗](https://openreview.net/pdf?id=H1lBj2VFPS)**Xiandong Zhao, Ying Wang, Xuyi Cai et al.*34 citations*
50. **[Continual Learning with Bayesian Neural Networks for Non-Stationary Data ↗](https://www.openreview.net/pdf?id=SJlsFpVtDB)**Richard Kurle, Botond Cseke, Alexej Klushyn et al.*32 citations*
51. **[Physics-aware Difference Graph Networks for Sparsely-Observed Dynamics ↗](https://www.openreview.net/pdf?id=r1gelyrtwH)**Sungyong Seo, Chuizheng Meng, Yan Liu*31 citations*
52. **[SloMo: Improving Communication-Efficient Distributed SGD with Slow Momentum ↗](https://www.openreview.net/pdf?id=SkxJ8REYPH)**Jianyu Wang, Vinayak Tantia, Nicolas Ballas et al.*31 citations*
53. **[Generalization of Two-layer Neural Networks: An Asymptotic Viewpoint ↗](https://www.openreview.net/pdf?id=H1gBsgBYwH)**Jimmy Lei Ba, Murat A. Erdogdu, Taiji Suzuki et al.*27 citations*
54. **[Empirical Bayes Transductive Meta-Learning with Synthetic Gradients ↗](https://assets.amazon.science/82/03/49873dea40728024ae801c654c68/empirical-bayes-transductive-meta-learning-with-synthetic-gradients.pdf)**Hu Xu, Pablo García Moreno, Yang Xiao et al.*25 citations*
55. **[Exploration in Reinforcement Learning with Deep Covering Options ↗](https://openreview.net/pdf?id=SkeIyaVtwB)**Yuu Jinnai, Jee Won Park, Marlos C. Machado et al.*25 citations*
56. **[Sign Bits Are All You Need for Black-Box Attacks ↗](https://www.openreview.net/pdf?id=SygW0TEFwH)**Abdullah Al-Dujaili, Una-May O’Reilly*24 citations*
57. **[RNNs Incrementally Evolving on an Equilibrium Manifold: A Panacea for Vanishing and Exploding Gradients? ↗](https://openreview.net/pdf?id=HylpqA4FwS)**Anil Kag, Ziming Zhang, Venkatesh Saligrama*23 citations*
58. **[Mirror-Generative Neural Machine Translation ↗](https://openreview.net/pdf?id=HkxQRTNYPH)**Zaixiang Zheng, Hao Zhou, Shujian Huang et al.*22 citations*
59. **[AE-OT: A NEW GENERATIVE MODEL BASED ON EXTENDED SEMI-DISCRETE OPTIMAL TRANSPORT ↗](https://openreview.net/pdf?id=HkldyTNYwH)**Dongsheng An, Yang Guo, Na Lei et al.*21 citations*
60. **[Deep Audio Priors Emerge From Harmonic Convolutional Networks ↗](https://www.openreview.net/pdf?id=rygjHxrYDB)**Zhoutong Zhang, Yunyun Wang, Chuang Gan et al.*21 citations*
61. **[Differentiable learning of numerical rules in knowledge graphs ↗](https://openreview.net/pdf?id=rJleKgrKwS)**Po-Wei Wang, Daria Stepanova, Csaba Domokos et al.*21 citations*
62. **[Enforcing Physical Constraints in CNNs through Differentiable PDE Layer ↗](https://openreview.net/pdf?id=q2noHUqMkK)**Chiyu Max Jiang, Karthik Kashinath, Prabhat et al.*21 citations*
63. **[Learning to Coordinate Manipulation Skills via Skill Behavior Diversification ↗](https://openreview.net/pdf?id=ryxB2lBtvH)**Youngwoon Lee, Jingyun Yang, Joseph J. Lim*21 citations*
64. **[A FRAMEWORK FOR ROBUSTNESS CERTIFICATION OF SMOOTHED CLASSIFIERS USING F-DIVERGENCES ↗](https://openreview.net/pdf?id=SJlKrkSFPH)**Krishnamurthy Dvijotham, Jamie Hayes, Borja Balle et al.*20 citations*
65. **[Discovering Motor Programs by Recomposing Demonstrations ↗](https://openreview.net/pdf?id=rkgHY0NYwr)**Tanmay Shankar, Shubham Tulsiani, Lerrel Pinto et al.*20 citations*
66. **[Neural Synthesis of Binaural Speech From Mono Audio ↗](https://openreview.net/pdf?id=uAX8q61EVRu)**Alexander Richard, Dejan Marković, Israel D. Gebru et al.*20 citations*
67. **[NeurQuRI: Neural Question Requirement Inspector for Answerability Prediction in Machine Reading Comprehension ↗](http://openreview.net/pdf?id=ryxgsCVYPr)**Seohyun Back, Sai Chetan Chinthakindi, Akhil Kedia et al.*19 citations*
68. **[Sparse Coding with Gated Learned ISTA ↗](https://www.openreview.net/pdf?id=BygPO2VKPH)**Kailun Wu, Yiwen Guo, Ziang Li et al.*18 citations*
69. **[Additive Powers-of-Two Quantization: An Efficient Non-uniform Discretization for Neural Networks ↗](https://www.openreview.net/pdf?id=BkgXT24tDS)**Yuhang Li, Xin Dong, Wei Wang*17 citations*
70. **[Automated curriculum generation through setter-solver interactions ↗](https://openreview.net/pdf?id=H1e0Wp4KvH)**Andrew K. Lampinen, Sébastien Racanière, Adam Santoro et al.*17 citations*
71. **[Conservative Uncertainty Estimation By Fitting Prior Networks ↗](https://www.openreview.net/pdf?id=BJlahxHYDS)**Kamil Ciosek, Vincent Fortuin, Ryota Tomioka et al.*17 citations*
72. **[Curvature Graph Network ↗](https://openreview.net/pdf?id=BylEqnVFDB)**Ze Ye, Kin Sum Liu, Tengfei Ma et al.*16 citations*
73. **[Meta Dropout: Learning to Perturb Latent Features for Generalization ↗](https://openreview.net/pdf?id=BJgd81SYwr)**Haebeom Lee, Taewook Nam, Eunho Yang et al.*16 citations*
74. **[Understanding Generalization in Recurrent Neural Networks ↗](https://openreview.net/pdf?id=rkgg6xBYDH)**Zhuozhuo Tu, Fengxiang He, Dacheng Tao*16 citations*
75. **[Unsupervised Clustering using Pseudo-semi-supervised Learning ↗](http://openreview.net/pdf?id=rJlnxkSYPS)**Divam Gupta, Ramachandran Ramjee, Nipun Kwatra et al.*16 citations*
76. **[Episodic Reinforcement Learning with Associative Memory ↗](https://www.openreview.net/pdf?id=HkxjqxBYDB)**Guangxiang Zhu, Zichuan Lin, Guangwen Yang et al.*15 citations*
77. **[Truth or backpropaganda? An empirical investigation of deep learning theory ↗](https://openreview.net/pdf?id=HyxyIgHFvr)**Micah Goldblum, Jonas Geiping, Avi Schwarzschild et al.*15 citations*
78. **[Geometric Analysis of Nonconvex Optimization Landscapes for Overcomplete Learning ↗](https://openreview.net/pdf?id=rygixkHKDH)**Qing Qu, Yuexiang Zhai, Li Xiao et al.*14 citations*
79. **[Robust And Interpretable Blind Image Denoising Via Bias-Free Convolutional Neural Networks ↗](https://openreview.net/pdf?id=HJlSmC4FPS)**Sreyas Mohan, Zahra Kadkhodaie, Eero P. Simoncelli et al.*14 citations*
80. **[Toward Evaluating Robustness of Deep Reinforcement Learning with Continuous Control ↗](https://www.openreview.net/pdf?id=SylL0krYPS)**Tsui-Wei Weng, Krishnamurthy Dvijotham, Jonathan Uesato et al.*14 citations*
81. **[Distance-Based Learning from Errors for Confidence Calibration ↗](https://openreview.net/pdf?id=BJeB5hVtvB)**Xing Chen, Sercan Ö. Arık, Zizhao Zhang et al.*13 citations*
82. **[Embedding Hard Physical Constraints in Convolutional Neural Networks for 3D Turbulence ↗](https://openreview.net/pdf?id=IaXBtMNFaa)**Arvind T. Mohan, Nicholas Lubbers, Daniel Livescu et al.*13 citations*
83. **[Program Guided Agent ↗](https://openreview.net/pdf?id=BkxUvnEYDH)**Shaohua Sun, Te-Lin Wu, Joseph J. Lim*13 citations*
84. **[Unbiased Contrastive Divergence Algorithm for Training Energy-Based Latent Variable Models ↗](https://www.openreview.net/pdf?id=r1eyceSYPr)**Yixuan Qiu, Lingsong Zhang, Xiao Wang*13 citations*
85. **[Adversarially Robust Representations with Smooth Encoders ↗](https://openreview.net/pdf?id=H1gfFaEYDS)**Ali Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham et al.*12 citations*
86. **[Generalized Convolutional Forest Networks for Domain Generalization and Visual Recognition ↗](https://www.openreview.net/pdf?id=H1lxVyStPH)**Jongbin Ryu, Gitaek Kwon, Ming–Hsuan Yang et al.*12 citations*
87. **[Inductive and Unsupervised Representation Learning on Graph Structured Objects ↗](https://openreview.net/pdf?id=rkem91rtDB)**Lichen Wang, Bo Zong, Qianqian Ma et al.*12 citations*
88. **[Biologically inspired sleep algorithm for increased generalization and adversarial robustness in deep neural networks ↗](https://www.openreview.net/pdf?id=r1xGnA4Kvr)**Timothy Tadros, Giri P. Krishnan, Ramyaa Ramyaa et al.*11 citations*
89. **[Denoising and Regularization via Exploiting the Structural Bias of Convolutional Generators ↗](https://openreview.net/pdf?id=HJeqhA4YDS)**Reinhard Heckel*11 citations*
90. **[Wavelet-Powered Neural Networks for Turbulence ↗](https://openreview.net/pdf?id=MLXkfw5y79)**Arvind T. Mohan, Daniel Livescu, Michael Chertkov*11 citations*
91. **[Pruned Graph Scattering Transforms ↗](https://www.openreview.net/pdf?id=rJeg7TEYwB)**Vassilis N. Ioannidis, Siheng Chen, Georgios B. Giannakis*10 citations*
92. **[Dynamics-Aware Unsupervised Skill Discovery ↗](http://www.openreview.net/pdf?id=HJgLZR4KvH)**Archit Sharma, Shixiang Gu, Sergey Levine et al.*9 citations*
93. **[Learning-Augmented Data Stream Algorithms ↗](https://openreview.net/pdf?id=HyxJ1xBYDH)**Tanqiu Jiang, Yi Li, Honghao Lin et al.*9 citations*
94. **[Order Learning and Its Application to Age Estimation ↗](https://dblp.uni-trier.de/db/conf/iclr/iclr2020.html#LimSLK20)**Kyungsun Lim, Nyeong-Ho Shin, Young-Yoon Lee et al.*9 citations*
95. **[Synthesizing Programmatic Policies that Inductively Generalize ↗](https://www.openreview.net/pdf?id=S1l8oANFDH)**Jeevana Priya Inala, Osbert Bastani, Zenna Tavares et al.*9 citations*
96. **[Disentanglement through Nonlinear ICA with General Incompressible-flow Networks (GIN) ↗](https://openreview.net/pdf?id=rygeHgSFDH)**Peter Sorrenson, Ullrich Köthe*8 citations*
97. **[Posterior sampling for multi-agent reinforcement learning: solving extensive games with imperfect information ↗](https://openreview.net/pdf?id=Syg-ET4FPS)**Yichi Zhou, Jialian Li, Jun Zhu*8 citations*
98. **[V4D: 4D Covolutional Neural Networks for Video-level Representations Learning ↗](https://dblp.uni-trier.de/db/conf/iclr/iclr2020.html#ZhangGHS020)**Shiwen Zhang, Sheng Guo, Weilin Huang et al.*8 citations*
99. **[Bayesian Meta Sampling for Fast Uncertainty Adaptation ↗](https://openreview.net/pdf?id=Bkxv90EKPB)**Zhenyi Wang, Yang Zhao, Ping Yu et al.*7 citations*
100. **[RMSprop converges with proper hyper-parameter. ↗](https://openreview.net/pdf?id=3UDSdyIcBDA)**Naichen Shi, Dawei Li, Mingyi Hong et al.*7 citations*

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