將於4月底召開的第六屆ICLR總共收到了900多篇論文,同比增加一倍。這個大會採用公開評審制度,所有論文會匿名公開在open review網站上,接受同行們的匿名評分和提問。
最新公布的數據顯示,ICLR 2018共有23篇論文入圍Oral Papers,另有314篇論文獲評Poster Papers。另有90篇論文被選為Workshop Papers,508篇論文被拒,63篇論文撤回。
AmbientGAN: Generative models from lossy measurements
Ashish Bora, Eric Price, Alexandros G. Dimakis
https://openreview.net/forum?id=Hy7fDog0b
評分:7.33
Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs
W. James Murdoch, Peter J. Liu, Bin Yu
https://openreview.net/forum?id=rkRwGg-0Z
評分:5.56
Zero-Shot Visual Imitation
Deepak Pathak, Parsa Mahmoudieh, Michael Luo, Pulkit Agrawal, Dian Chen, Fred Shentu, Evan Shelhamer, Jitendra Malik, Alexei A. Efros, Trevor Darrell
https://openreview.net/forum?id=BkisuzWRW
評分:6.91
Variance Reduction for Policy Gradient with Action-Dependent Factorized Baselines
Cathy Wu, Aravind Rajeswaran, Yan Duan, Vikash Kumar, Alexandre M Bayen, Sham Kakade, Igor Mordatch, Pieter Abbeel
https://openreview.net/forum?id=H1tSsb-AW
評分:6.91
Progressive Growing of GANs for Improved Quality, Stability, and Variation
Tero Karras, Timo Aila, Samuli Laine, Jaakko Lehtinen
https://openreview.net/forum?id=Hk99zCeAb
評分:5.67
Neural Sketch Learning for Conditional Program Generation
Vijayaraghavan Murali, Letao Qi, Swarat Chaudhuri, Chris Jermaine
https://openreview.net/forum?id=HkfXMz-Ab
評分:7.44
Boosting Dilated Convolutional Networks with Mixed Tensor Decompositions
Nadav Cohen, Ronen Tamari, Amnon Shashua
https://openreview.net/forum?id=S1JHhv6TW
評分:8.00
Continuous Adaptation via Meta-Learning in Nonstationary and Competitive Environments
Maruan Al-Shedivat, Trapit Bansal, Yura Burda, Ilya Sutskever, Igor Mordatch, Pieter Abbeel
https://openreview.net/forum?id=Sk2u1g-0-
評分:7.80
Breaking the Softmax Bottleneck: A High-Rank RNN Language Model
Zhilin Yang, Zihang Dai, Ruslan Salakhutdinov, William W. Cohen
https://openreview.net/forum?id=HkwZSG-CZ
評分:6.31
Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality
Xingjun Ma, Bo Li, Yisen Wang, Sarah M. Erfani, Sudanthi Wijewickrema, Grant Schoenebeck, Michael E. Houle, Dawn Song, James Bailey
https://openreview.net/forum?id=B1gJ1L2aW
評分:7.25
Learning to Represent Programs with Graphs
Miltiadis Allamanis, Marc Brockschmidt, Mahmoud Khademi
https://openreview.net/forum?id=BJOFETxR-
評分:8.00
Spectral Normalization for Generative Adversarial Networks
Takeru Miyato, Toshiki Kataoka, Masanori Koyama, Yuichi Yoshida
https://openreview.net/forum?id=B1QRgziT-
評分:7.33
Wasserstein Auto-Encoders
Ilya Tolstikhin, Olivier Bousquet, Sylvain Gelly, Bernhard Schoelkopf
https://openreview.net/forum?id=HkL7n1-0b
評分:8.00
Deep Mean Field Games for Learning Optimal Behavior Policy of Large Populations
Jiachen Yang, Xiaojing Ye, Rakshit Trivedi, Huan Xu, Hongyuan Zha
https://openreview.net/forum?id=HktK4BeCZ
評分:8.50
Certifiable Distributional Robustness with Principled Adversarial Training
Aman Sinha, Hongseok Namkoong, John Duchi
https://openreview.net/forum?id=Hk6kPgZA-
評分:9.00
On the insufficiency of existing momentum schemes for Stochastic Optimization
Rahul Kidambi, Praneeth Netrapalli, Prateek Jain, Sham M. Kakade
https://openreview.net/forum?id=rJTutzbA-
評分:6.14
Ask the Right Questions: Active Question Reformulation with Reinforcement Learning
Christian Buck, Jannis Bulian, Massimiliano Ciaramita, Wojciech Gajewski, Andrea Gesmundo, Neil Houlsby, Wei Wang.
https://openreview.net/forum?id=S1CChZ-CZ
評分:5.83
Spherical CNNs
Taco S. Cohen, Mario Geiger, Jonas Köhler, Max Welling
https://openreview.net/forum?id=Hkbd5xZRb
評分:7.57
Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input
Angeliki Lazaridou, Karl Moritz Hermann, Karl Tuyls, Stephen Clark
https://openreview.net/forum?id=HJGv1Z-AW
評分:6.85
Training and Inference with Integers in Deep Neural Networks
Shuang Wu, Guoqi Li, Luping Shi, Feng Chen
https://openreview.net/forum?id=HJGXzmspb
評分:6.27
Multi-Scale Dense Networks for Resource Efficient Image Classification
Gao Huang, Danlu Chen, Tianhong Li, Felix Wu, Laurens van der Maaten, Kilian Weinberger
https://openreview.net/forum?id=Hk2aImxAb
評分:8.33
Synthetic and Natural Noise Both Break Neural Machine Translation
Yonatan Belinkov, Yonatan Bisk
https://openreview.net/forum?id=BJ8vJebC-
評分:7.33
On the Convergence of Adam and Beyond
Sashank J. Reddi, Satyen Kale, Sanjiv Kumar
https://openreview.net/forum?id=ryQu7f-RZ
評分:8.56