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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9461
2104.02052 2021-04-06 cs.CV cs.GR cs.LG

Generating Furry Cars: Disentangling Object Shape & Appearance across Multiple Domains

Utkarsh Ojha, Krishna Kumar Singh, Yong Jae Lee

Comments Camera ready version for ICLR 2021

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2104.02008 2021-04-06 cs.CV cs.LG

Domain Generalization with MixStyle

Kaiyang Zhou, Yongxin Yang, Yu Qiao, Tao Xiang

Comments ICLR 2021; Code is available at https://github.com/KaiyangZhou/mixstyle-release

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2104.01864 2021-04-06 cs.DC cs.LG

FedPandemic: A Cross-Device Federated Learning Approach Towards Elementary Prognosis of Diseases During a Pandemic

Aman Priyanshu, Rakshit Naidu

Comments 4+10 pages. To be presented at the DPML and MLPCP workshops at ICLR'21

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2104.01655 2021-04-06 cs.LG

Efficient Transformers in Reinforcement Learning using Actor-Learner Distillation

Emilio Parisotto, Ruslan Salakhutdinov

Comments Published at ICLR 2021

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2007.02924 2021-04-06 cs.AI cs.LG cs.LO stat.ML

INT: An Inequality Benchmark for Evaluating Generalization in Theorem Proving

Yuhuai Wu, Albert Qiaochu Jiang, Jimmy Ba, Roger Grosse

Comments Published as a conference paper at ICLR 2021

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2103.04038 2021-04-06 cs.CR cs.AI cs.CV

Hidden Backdoor Attack against Semantic Segmentation Models

Yiming Li, Yanjie Li, Yalei Lv, Yong Jiang, Shu-Tao Xia

Comments This is a 6-pages short version of our ongoing work. It is accepted by the non-archival ICLR workshop on Security and Safety in Machine Learning Systems, 2021. The first two authors contributed equally to this work

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2010.14501 2021-04-06 cs.LG cs.CV

Memory Optimization for Deep Networks

Aashaka Shah, Chao-Yuan Wu, Jayashree Mohan, Vijay Chidambaram, Philipp Krähenbühl

Comments 18 pages, ICLR'21

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2008.02265 2021-04-06 cs.CV cs.LG eess.IV

Learning Long-term Visual Dynamics with Region Proposal Interaction Networks

Haozhi Qi, Xiaolong Wang, Deepak Pathak, Yi Ma, Jitendra Malik

Comments ICLR 2021; Code: https://github.com/HaozhiQi/RPIN Website: https://haozhiqi.github.io/RPIN/ v5: update PHYRE results of each evaluation fold

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2104.01071 2021-04-05 eess.IV cs.CV

Prediction of Tuberculosis using U-Net and segmentation techniques

Dennis Núñez-Fernández, Lamberto Ballan, Gabriel Jiménez-Avalos, Jorge Coronel, Patricia Sheen, Mirko Zimic

Comments AI for Public Health Workshop at ICLR 2021. arXiv admin note: text overlap with arXiv:2007.02482

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2104.00996 2021-04-05 cs.CV

LiftPool: Bidirectional ConvNet Pooling

Jiaojiao Zhao, Cees G. M. Snoek

Comments published on ICLR 2021

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2003.11316 2021-04-05 cs.LG stat.ML

Understanding the Effects of Data Parallelism and Sparsity on Neural Network Training

Namhoon Lee, Thalaiyasingam Ajanthan, Philip H. S. Torr, Martin Jaggi

Comments ICLR 2021

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2104.00676 2021-04-02 cs.LG cs.AI cs.CL cs.CV

Is Label Smoothing Truly Incompatible with Knowledge Distillation: An Empirical Study

Zhiqiang Shen, Zechun Liu, Dejia Xu, Zitian Chen, Kwang-Ting Cheng, Marios Savvides

Comments ICLR 2021. Project page: http://zhiqiangshen.com/projects/LS_and_KD/index.html

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2104.00237 2021-04-02 cs.LG cs.MS

Optimizer Fusion: Efficient Training with Better Locality and Parallelism

Zixuan Jiang, Jiaqi Gu, Mingjie Liu, Keren Zhu, David Z. Pan

Comments It is published as a paper at the Hardware Aware Efficient Training (HAET) workshop of ICLR 2021. There are 4 pages excluding references and appendices

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2012.15537 2021-04-02 cs.LG cs.AI

xERTE: Explainable Reasoning on Temporal Knowledge Graphs for Forecasting Future Links

Zhen Han, Peng Chen, Yunpu Ma, Volker Tresp

Comments 24 pages, 8 figures, accepted to ICLR 2021

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2006.14168 2021-04-02 cs.LG stat.ML

SenSeI: Sensitive Set Invariance for Enforcing Individual Fairness

Mikhail Yurochkin, Yuekai Sun

Comments ICLR 2021

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2103.10282 2021-04-01 cs.LG cs.CL

Modeling the Second Player in Distributionally Robust Optimization

Paul Michel, Tatsunori Hashimoto, Graham Neubig

Comments Accepted at ICLR 2021

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2101.08543 2021-04-01 cs.LG cs.AI cs.SI

Boost then Convolve: Gradient Boosting Meets Graph Neural Networks

Sergei Ivanov, Liudmila Prokhorenkova

Comments ICLR 2021: camera-ready

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2010.00467 2021-04-01 cs.LG cs.CV stat.ML

Bag of Tricks for Adversarial Training

Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu

Comments ICLR 2021

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2103.16785 2021-04-01 cs.LG stat.ML

Individually Fair Gradient Boosting

Alexander Vargo, Fan Zhang, Mikhail Yurochkin, Yuekai Sun

Comments ICLR Camera-Ready Version

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2103.16596 2021-04-01 cs.LG stat.ML

Benchmarks for Deep Off-Policy Evaluation

Justin Fu, Mohammad Norouzi, Ofir Nachum, George Tucker, Ziyu Wang, Alexander Novikov, Mengjiao Yang, Michael R. Zhang, Yutian Chen, Aviral Kumar, Cosmin Paduraru, Sergey Levine, Tom Le Paine

Comments ICLR 2021 paper. Policies and evaluation code are available at https://github.com/google-research/deep_ope

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2103.16591 2021-04-01 cs.LG cs.AI

Continuous Weight Balancing

Daniel J. Wu, Avoy Datta

Comments 4 pages, 2 figures, presented at the S2D-OLAD workshop at ICLR 2021

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2102.10240 2021-04-01 cs.LG physics.chem-ph

Learning Neural Generative Dynamics for Molecular Conformation Generation

Minkai Xu, Shitong Luo, Yoshua Bengio, Jian Peng, Jian Tang

Comments Accepted by ICLR 2021. Code is available at \url{https://github.com/DeepGraphLearning/CGCF-ConfGen}

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2010.05981 2021-04-01 cs.CV

Shape-Texture Debiased Neural Network Training

Yingwei Li, Qihang Yu, Mingxing Tan, Jieru Mei, Peng Tang, Wei Shen, Alan Yuille, Cihang Xie

Comments ICLR 2021. The code is available here: https://github.com/LiYingwei/ShapeTextureDebiasedTraining

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2010.03558 2021-04-01 cs.CV cs.AI cs.LG

High-Capacity Expert Binary Networks

Adrian Bulat, Brais Martinez, Georgios Tzimiropoulos

Comments Accepted at ICLR 2021

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2009.09761 2021-04-01 eess.AS cs.CL cs.LG cs.SD stat.ML

DiffWave: A Versatile Diffusion Model for Audio Synthesis

Zhifeng Kong, Wei Ping, Jiaji Huang, Kexin Zhao, Bryan Catanzaro

Comments ICLR 2021 (oral)

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2005.01683 2021-04-01 cs.CV cs.LG eess.IV

Group Equivariant Generative Adversarial Networks

Neel Dey, Antong Chen, Soheil Ghafurian

Comments Accepted by the International Conference on Learning Representations (ICLR) 2021

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2103.16564 2021-03-31 cs.CV cs.AI cs.CL cs.LG cs.SC

Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning

Zhenfang Chen, Jiayuan Mao, Jiajun Wu, Kwan-Yee Kenneth Wong, Joshua B. Tenenbaum, Chuang Gan

Comments ICLR 2021. Project page: http://dcl.csail.mit.edu/

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2103.16377 2021-03-31 cs.LG math.OC

Greedy-GQ with Variance Reduction: Finite-time Analysis and Improved Complexity

Shaocong Ma, Ziyi Chen, Yi Zhou, Shaofeng Zou

Comments Accepted for publication in ICLR 2021

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2010.09713 2021-03-31 cs.CV

PseudoSeg: Designing Pseudo Labels for Semantic Segmentation

Yuliang Zou, Zizhao Zhang, Han Zhang, Chun-Liang Li, Xiao Bian, Jia-Bin Huang, Tomas Pfister

Comments ICLR 2021. Project page: https://yuliang.vision/pseudo_seg/ Code: https://github.com/googleinterns/wss

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2007.13531 2021-03-31 cs.LG cs.AI stat.ML

Learning "What-if" Explanations for Sequential Decision-Making

Ioana Bica, Daniel Jarrett, Alihan Hüyük, Mihaela van der Schaar

Comments In Proc. 9th International Conference on Learning Representations (ICLR 2021)

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