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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9461
1909.13846 2020-01-16 cs.LG stat.ML

Universal Approximation with Certified Networks

Maximilian Baader, Matthew Mirman, Martin Vechev

Comments ICLR 2020

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1907.01752 2020-01-16 cs.CL cs.AI cs.LG

On the Weaknesses of Reinforcement Learning for Neural Machine Translation

Leshem Choshen, Lior Fox, Zohar Aizenbud, Omri Abend

Comments Accepted to ICLR 2020 (matching content, different style)

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2001.04872 2020-01-15 cs.LG stat.ML

Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN)

Peter Sorrenson, Carsten Rother, Ullrich Köthe

Comments 23 pages, 15 figures, ICLR 2020

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1908.09357 2020-01-15 cs.LG cs.AI stat.ML

Dynamics-aware Embeddings

William Whitney, Rajat Agarwal, Kyunghyun Cho, Abhinav Gupta

Comments Published at ICLR 2020

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2001.04050 2020-01-14 cs.LG stat.ML

Relational State-Space Model for Stochastic Multi-Object Systems

Fan Yang, Ling Chen, Fan Zhou, Yusong Gao, Wei Cao

Comments Accepted by ICLR 2020

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2001.03653 2020-01-14 cs.LG stat.ML

Towards GAN Benchmarks Which Require Generalization

Ishaan Gulrajani, Colin Raffel, Luke Metz

Comments ICLR 2019 conference paper

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1904.04232 2020-01-14 cs.CV

A Closer Look at Few-shot Classification

Wei-Yu Chen, Yen-Cheng Liu, Zsolt Kira, Yu-Chiang Frank Wang, Jia-Bin Huang

Comments ICLR 2019. Code: https://github.com/wyharveychen/CloserLookFewShot . Project: https://sites.google.com/view/a-closer-look-at-few-shot/

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2001.01898 2020-01-13 cs.LG stat.ML

Reanalysis of Variance Reduced Temporal Difference Learning

Tengyu Xu, Zhe Wang, Yi Zhou, Yingbin Liang

Comments To appear in ICLR 2020

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1912.02807 2020-01-13 cs.LG stat.ML

Combining Q-Learning and Search with Amortized Value Estimates

Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Theophane Weber, Lars Buesing, Peter W. Battaglia

Comments Published as a conference paper at ICLR 2020

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1911.03584 2020-01-13 cs.LG cs.CL cs.CV stat.ML

On the Relationship between Self-Attention and Convolutional Layers

Jean-Baptiste Cordonnier, Andreas Loukas, Martin Jaggi

Comments To appear at ICLR 2020

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2001.02907 2020-01-10 cs.LG cs.AI stat.ML

Population-Guided Parallel Policy Search for Reinforcement Learning

Whiyoung Jung, Giseung Park, Youngchul Sung

Comments Accepted to ICLR 2020

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1902.04698 2020-01-10 stat.ML cs.AI cs.LG

Identity Crisis: Memorization and Generalization under Extreme Overparameterization

Chiyuan Zhang, Samy Bengio, Moritz Hardt, Michael C. Mozer, Yoram Singer

Comments ICLR 2020

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1905.08622 2020-01-09 cs.CV cs.CL cs.LG stat.ML

Variational Hetero-Encoder Randomized GANs for Joint Image-Text Modeling

Hao Zhang, Bo Chen, Long Tian, Zhengjue Wang, Mingyuan Zhou

Comments ICLR 2020

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2001.01878 2020-01-08 cs.LG cs.IT math.IT stat.ML

Phase Transitions for the Information Bottleneck in Representation Learning

Tailin Wu, Ian Fischer

Comments ICLR 2020; 27 pages, 7 figures

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1911.12247 2020-01-07 stat.ML cs.AI cs.LG

Contrastive Learning of Structured World Models

Thomas Kipf, Elise van der Pol, Max Welling

Comments ICLR 2020

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2001.00745 2020-01-06 cs.LG stat.ML

Automated Relational Meta-learning

Huaxiu Yao, Xian Wu, Zhiqiang Tao, Yaliang Li, Bolin Ding, Ruirui Li, Zhenhui Li

Comments Accepted by ICLR 2020

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1907.05681 2020-01-06 cs.LG cs.CV stat.ML

Adversarial Lipschitz Regularization

Dávid Terjék

Comments ICLR 2020

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1905.03092 2020-01-06 econ.EM cs.LG stat.AP stat.ML

Working women and caste in India: A study of social disadvantage using feature attribution

Kuhu Joshi, Chaitanya K. Joshi

Comments Presented at the ICLR AI for Social Good Workshop 2019; Updated with Addendum (Jan 2020)

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1904.00962 2020-01-06 cs.LG cs.AI cs.CL stat.ML

Large Batch Optimization for Deep Learning: Training BERT in 76 minutes

Yang You, Jing Li, Sashank Reddi, Jonathan Hseu, Sanjiv Kumar, Srinadh Bhojanapalli, Xiaodan Song, James Demmel, Kurt Keutzer, Cho-Jui Hsieh

Comments Published as a conference paper at ICLR 2020

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1909.09569 2020-01-03 cs.LG cs.CV stat.ML

Understanding Architectures Learnt by Cell-based Neural Architecture Search

Yao Shu, Wei Wang, Shaofeng Cai

Comments Published as a conference paper at ICLR 2020

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1905.10681 2020-01-01 cs.LG cs.AI cs.RO stat.ML

Composing Task-Agnostic Policies with Deep Reinforcement Learning

Ahmed H. Qureshi, Jacob J. Johnson, Yuzhe Qin, Taylor Henderson, Byron Boots, Michael C. Yip

Comments ICLR 2020

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1912.12345 2020-01-01 cs.LG cs.AI cs.PL stat.ML

Synthetic Datasets for Neural Program Synthesis

Richard Shin, Neel Kant, Kavi Gupta, Christopher Bender, Brandon Trabucco, Rishabh Singh, Dawn Song

Comments ICLR 2019

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1912.02975 2020-01-01 cs.LG cs.AI stat.ML

Observational Overfitting in Reinforcement Learning

Xingyou Song, Yiding Jiang, Stephen Tu, Yilun Du, Behnam Neyshabur

Comments Published as a conference paper in ICLR 2020

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1909.12051 2020-01-01 cs.LG stat.ML

The Implicit Bias of Depth: How Incremental Learning Drives Generalization

Daniel Gissin, Shai Shalev-Shwartz, Amit Daniely

Comments 25 pages, 7 figures, published at the International Conference on Learning Representations (ICLR) 2020

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1912.12179 2019-12-30 cs.CV cs.LG

Locality and compositionality in zero-shot learning

Tristan Sylvain, Linda Petrini, Devon Hjelm

Comments Published at ICLR 2020

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1910.05512 2019-12-30 cs.LG cs.MA stat.ML

Influence-Based Multi-Agent Exploration

Tonghan Wang, Jianhao Wang, Yi Wu, Chongjie Zhang

Journal ref International Conference on Learning Representations, 2020, spotlight

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1912.10703 2019-12-25 cs.LG cs.NE cs.SY eess.SY stat.ML

Variational Recurrent Models for Solving Partially Observable Control Tasks

Dongqi Han, Kenji Doya, Jun Tani

Comments Published as a conference paper at the Eighth International Conference on Learning Representations (ICLR 2020)

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1912.10903 2019-12-24 cs.LG stat.ML

Spectral embedding of regularized block models

Nathan de Lara, Thomas Bonald

Journal ref ICLR, 2020, Addis Abeba, Ethiopia

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1907.04967 2019-12-24 cs.CV cs.LG cs.RO

Diverse Trajectory Forecasting with Determinantal Point Processes

Ye Yuan, Kris Kitani

Comments ICLR 2020

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1906.03787 2019-12-24 cs.CV

Intriguing properties of adversarial training at scale

Cihang Xie, Alan Yuille

Comments To appear in ICLR 2020

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