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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9461
2002.06440 2020-02-18 cs.LG stat.ML

Federated Learning with Matched Averaging

Hongyi Wang, Mikhail Yurochkin, Yuekai Sun, Dimitris Papailiopoulos, Yasaman Khazaeni

Comments Accepted by ICLR 2020

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2002.06306 2020-02-18 cs.LG cs.AI cs.MA stat.ML

Jelly Bean World: A Testbed for Never-Ending Learning

Emmanouil Antonios Platanios, Abulhair Saparov, Tom Mitchell

Comments Published as a conference paper at ICLR 2020

Journal ref International Conference on Learning Representations 2020

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2002.06298 2020-02-18 stat.ML cs.LG

Extreme Classification via Adversarial Softmax Approximation

Robert Bamler, Stephan Mandt

Comments Accepted for presentation at the Eighth International Conference on Learning Representations (ICLR 2020), https://openreview.net/forum?id=rJxe3xSYDS

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2001.02364 2020-02-18 cs.RO cs.CV

Learning to Move with Affordance Maps

William Qi, Ravi Teja Mullapudi, Saurabh Gupta, Deva Ramanan

Comments Published at ICLR 2020. For code, see https://github.com/wqi/A2L

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2001.00106 2020-02-18 cs.LG stat.ML

PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction

Sangdon Park, Osbert Bastani, Nikolai Matni, Insup Lee

Comments Accepted to ICLR 2020

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1912.04971 2020-02-18 cs.CL

Neural Module Networks for Reasoning over Text

Nitish Gupta, Kevin Lin, Dan Roth, Sameer Singh, Matt Gardner

Comments Published in ICLR 2020 (International Conference on Learning Representations, 2020)

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1911.00172 2020-02-18 cs.CL

Generalization through Memorization: Nearest Neighbor Language Models

Urvashi Khandelwal, Omer Levy, Dan Jurafsky, Luke Zettlemoyer, Mike Lewis

Comments ICLR 2020

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1910.10073 2020-02-18 cs.CL cs.LG

Depth-Adaptive Transformer

Maha Elbayad, Jiatao Gu, Edouard Grave, Michael Auli

Comments Published as a conference paper at ICLR 2020

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1910.06943 2020-02-18 cs.LG cs.CV stat.ML

The Local Elasticity of Neural Networks

Hangfeng He, Weijie J. Su

Comments To appear in ICLR 2020

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1910.05396 2020-02-18 cs.LG stat.ML

Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning

Kimin Lee, Kibok Lee, Jinwoo Shin, Honglak Lee

Comments Accepted in ICLR 2020 and NeurIPS Workshop on Deep RL 2019 / First two authors are equally contributed

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1910.01619 2020-02-18 cs.LG math.OC stat.ML

Beyond Linearization: On Quadratic and Higher-Order Approximation of Wide Neural Networks

Yu Bai, Jason D. Lee

Comments Published at ICLR 2020

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1909.12434 2020-02-18 cs.CL cs.AI cs.LG stat.ML

Learning the Difference that Makes a Difference with Counterfactually-Augmented Data

Divyansh Kaushik, Eduard Hovy, Zachary C. Lipton

Comments Published at ICLR 2020

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1909.05215 2020-02-18 q-bio.QM cs.CV cs.LG eess.IV stat.ML

Reconstructing continuous distributions of 3D protein structure from cryo-EM images

Ellen D. Zhong, Tristan Bepler, Joseph H. Davis, Bonnie Berger

Journal ref International Conference on Learning Representations (ICLR), 2020

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1907.04931 2020-02-18 cs.LG stat.ML

GraphSAINT: Graph Sampling Based Inductive Learning Method

Hanqing Zeng, Hongkuan Zhou, Ajitesh Srivastava, Rajgopal Kannan, Viktor Prasanna

Comments Published at ICLR 2020; Code release: github.com/GraphSAINT/GraphSAINT

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1906.06310 2020-02-18 cs.CV

Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous Driving

Yurong You, Yan Wang, Wei-Lun Chao, Divyansh Garg, Geoff Pleiss, Bharath Hariharan, Mark Campbell, Kilian Q. Weinberger

Comments Accepted to International Conference on Learning Representations (ICLR) 2020

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1905.11141 2020-02-18 stat.ML cs.LG

The Shape of Data: Intrinsic Distance for Data Distributions

Anton Tsitsulin, Marina Munkhoeva, Davide Mottin, Panagiotis Karras, Alex Bronstein, Ivan Oseledets, Emmanuel Müller

Comments Published in ICLR'2020

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1905.10497 2020-02-18 cs.LG stat.ML

Fair Resource Allocation in Federated Learning

Tian Li, Maziar Sanjabi, Ahmad Beirami, Virginia Smith

Comments ICLR 2020

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1904.12058 2020-02-18 cs.IR cs.LG stat.ML

Inductive Matrix Completion Based on Graph Neural Networks

Muhan Zhang, Yixin Chen

Comments Accepted as a spotlight presentation at ICLR-2020

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1904.09751 2020-02-18 cs.CL

The Curious Case of Neural Text Degeneration

Ari Holtzman, Jan Buys, Li Du, Maxwell Forbes, Yejin Choi

Comments Published in ICLR 2020

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1902.09432 2020-02-18 cs.LG stat.ML

Scalable and Order-robust Continual Learning with Additive Parameter Decomposition

Jaehong Yoon, Saehoon Kim, Eunho Yang, Sung Ju Hwang

Comments Published in "International Conference on Learning Representation (ICLR)" 2020

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1806.00101 2020-02-18 stat.ML cs.LG

Generative Ratio Matching Networks

Akash Srivastava, Kai Xu, Michael U. Gutmann, Charles Sutton

Comments ICLR 2020; Code: https://github.com/GRAM-nets

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2002.06043 2020-02-17 cs.LG stat.ML

Estimating Gradients for Discrete Random Variables by Sampling without Replacement

Wouter Kool, Herke van Hoof, Max Welling

Comments ICLR 2020

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2002.06038 2020-02-17 cs.LG stat.ML

Never Give Up: Learning Directed Exploration Strategies

Adrià Puigdomènech Badia, Pablo Sprechmann, Alex Vitvitskyi, Daniel Guo, Bilal Piot, Steven Kapturowski, Olivier Tieleman, Martín Arjovsky, Alexander Pritzel, Andew Bolt, Charles Blundell

Comments Published as a conference paper in ICLR 2020

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2002.05990 2020-02-17 cs.LG cs.CR cs.CV stat.ML

Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets

Dongxian Wu, Yisen Wang, Shu-Tao Xia, James Bailey, Xingjun Ma

Comments ICLR 2020 conference paper (spotlight)

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2002.05822 2020-02-17 cs.LG cs.AI stat.ML

Frequency-based Search-control in Dyna

Yangchen Pan, Jincheng Mei, Amir-massoud Farahmand

Comments Accepted to ICLR 2020

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2002.05287 2020-02-17 cs.LG cs.CV stat.ML

Geom-GCN: Geometric Graph Convolutional Networks

Hongbin Pei, Bingzhe Wei, Kevin Chen-Chuan Chang, Yu Lei, Bo Yang

Comments Published as a conference paper at ICLR 2020

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2002.04809 2020-02-17 cs.LG stat.ML

Lookahead: A Far-Sighted Alternative of Magnitude-based Pruning

Sejun Park, Jaeho Lee, Sangwoo Mo, Jinwoo Shin

Comments ICLR 2020, camera ready

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1911.10470 2020-02-17 cs.CL

Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering

Akari Asai, Kazuma Hashimoto, Hannaneh Hajishirzi, Richard Socher, Caiming Xiong

Comments Published as a conference paper at ICLR 2020. Code is available at https://github.com/AkariAsai/learning_to_retrieve_reasoning_paths

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1911.09602 2020-02-17 cs.CL cs.LG cs.SD eess.AS

Learning Hierarchical Discrete Linguistic Units from Visually-Grounded Speech

David Harwath, Wei-Ning Hsu, James Glass

Comments Camera-ready version for ICLR

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1911.01352 2020-02-17 cs.CL

Learning from Explanations with Neural Execution Tree

Ziqi Wang, Yujia Qin, Wenxuan Zhou, Jun Yan, Qinyuan Ye, Leonardo Neves, Zhiyuan Liu, Xiang Ren

Comments 18 pages, 8 figures, 12 tables. Published as a conference paper at ICLR 2020

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