ICLR - arXivDaily 期刊&会议

2007.02933 2021-03-31 cs.LG stat.ML

Meta-Learning Symmetries by Reparameterization

Allan Zhou, Tom Knowles, Chelsea Finn

Comments ICLR 2021

2011.02538 2021-03-30 cs.LG stat.ML

Direction Matters: On the Implicit Bias of Stochastic Gradient Descent with Moderate Learning Rate

Jingfeng Wu, Difan Zou, Vladimir Braverman, Quanquan Gu

Comments ICLR 2021 Camera Ready

2103.15764 2021-03-30 cs.AI

eDarkTrends: Harnessing Social Media Trends in Substance use disorders for Opioid Listings on Cryptomarket

Usha Lokala, Francois Lamy, Triyasha Ghosh Dastidar, Kaushik Roy, Raminta Daniulaityte, Srinivasan Parthasarathy, Amit Sheth

Comments 6 pages, ICLR AI for Public Health Workshop 2021

2103.15692 2021-03-30 cs.NE cs.AI cs.LG

Self-Constructing Neural Networks Through Random Mutation

Samuel Schmidgall

Comments Accepted to ICLR 'A Roadmap to Never-Ending RL' (NERL) 2021 Workshop

2103.15089 2021-03-30 cs.LG cs.CV

Improved Autoregressive Modeling with Distribution Smoothing

Chenlin Meng, Jiaming Song, Yang Song, Shengjia Zhao, Stefano Ermon

Comments ICLR 2021 (Oral)

2103.07756 2021-03-30 cs.LG cs.CV stat.AP stat.ML

Learning with Feature-Dependent Label Noise: A Progressive Approach

Yikai Zhang, Songzhu Zheng, Pengxiang Wu, Mayank Goswami, Chao Chen

Comments ICLR 2021 (Spotlight)

2103.05137 2021-03-30 cs.CV cs.AI

Contemplating real-world object classification

Ali Borji

Comments to appear in iclr 2021

2102.01187 2021-03-30 cs.CV

Enjoy Your Editing: Controllable GANs for Image Editing via Latent Space Navigation

Peiye Zhuang, Oluwasanmi Koyejo, Alexander G. Schwing

Comments Accepted to ICLR 2021. 14 pages, 15 figures

2101.06640 2021-03-30 cs.LG stat.ML

Estimating informativeness of samples with Smooth Unique Information

Hrayr Harutyunyan, Alessandro Achille, Giovanni Paolini, Orchid Majumder, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto

Comments ICLR 2021, 22 pages

2012.08565 2021-03-30 cs.LG cs.DC stat.ML

Personalized Federated Learning with First Order Model Optimization

Michael Zhang, Karan Sapra, Sanja Fidler, Serena Yeung, Jose M. Alvarez

Comments ICLR 2021

2012.04728 2021-03-30 cs.LG cond-mat.dis-nn cond-mat.stat-mech q-bio.NC stat.ML

Neural Mechanics: Symmetry and Broken Conservation Laws in Deep Learning Dynamics

Daniel Kunin, Javier Sagastuy-Brena, Surya Ganguli, Daniel L. K. Yamins, Hidenori Tanaka

Comments 30 pages, 17 figures, ICLR 2021

2010.07432 2021-03-30 cs.LG cs.CL cs.CV

Viewmaker Networks: Learning Views for Unsupervised Representation Learning

Alex Tamkin, Mike Wu, Noah Goodman

Comments ICLR 2021

2010.05761 2021-03-30 cs.LG cs.AI stat.ML

The Risks of Invariant Risk Minimization

Elan Rosenfeld, Pradeep Ravikumar, Andrej Risteski

Comments ICLR 2021 Camera-Ready

2006.15222 2021-03-30 cs.CL cs.LG q-bio.BM

BERTology Meets Biology: Interpreting Attention in Protein Language Models

Jesse Vig, Ali Madani, Lav R. Varshney, Caiming Xiong, Richard Socher, Nazneen Fatema Rajani

Comments To appear in ICLR 2021

2006.12097 2021-03-30 cs.LG stat.ML

Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint Learning

Wonyong Jeong, Jaehong Yoon, Eunho Yang, Sung Ju Hwang

Journal ref International Conference on Learning Representations (ICLR 2021), International Workshop on Federated Learning for User Privacy and Data Confidentiality in Conjunction with ICML 2020 (FL-ICML'20)

1911.09804 2021-03-30 cs.LG stat.ML

Measuring Uncertainty through Bayesian Learning of Deep Neural Network Structure

Zhijie Deng, Yucen Luo, Jun Zhu, Bo Zhang

Comments 2nd Workshop on Neural Architecture Search at ICLR 2021

2011.02578 2021-03-29 cs.CV

Learning and Evaluating Representations for Deep One-class Classification

Kihyuk Sohn, Chun-Liang Li, Jinsung Yoon, Minho Jin, Tomas Pfister

Comments Published at International Conference on Learning Representation (ICLR) 2021. The first two authors contributed equally

2010.12850 2021-03-29 cs.CL

CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers

Shiyang Li, Semih Yavuz, Kazuma Hashimoto, Jia Li, Tong Niu, Nazneen Rajani, Xifeng Yan, Yingbo Zhou, Caiming Xiong

Comments ICLR 2021

2006.09107 2021-03-29 cs.RO cs.CV cs.LG

Learning from Demonstration with Weakly Supervised Disentanglement

Yordan Hristov, Subramanian Ramamoorthy

Comments 18 pages, 16 figures, accepted at the International Conference on Learning Representations (ICLR) 2021, supplementary website at https://sites.google.com/view/weak-label-lfd

2011.11181 2021-03-26 cs.LG cs.CR cs.DS stat.ML

On InstaHide, Phase Retrieval, and Sparse Matrix Factorization

Sitan Chen, Xiaoxiao Li, Zhao Song, Danyang Zhuo

Comments 30 pages, to appear in ICLR 2021, v2: updated discussion of follow-up work

2007.11934 2021-03-26 cs.LG cs.CR cs.CY stat.ML

Private Post-GAN Boosting

Marcel Neunhoeffer, Zhiwei Steven Wu, Cynthia Dwork

Journal ref International Conference on Learning Representations, 2021

2006.04884 2021-03-26 cs.LG stat.ML

On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines

Marius Mosbach, Maksym Andriushchenko, Dietrich Klakow

Comments ICLR 2021

2103.12913 2021-03-25 cs.LG stat.ML

Improved Estimation of Concentration Under $\ell_p$-Norm Distance Metrics Using Half Spaces

Jack Prescott, Xiao Zhang, David Evans

Comments ICLR 2021

2010.02114 2021-03-25 cs.CL cs.AI cs.LG stat.ML

Explaining The Efficacy of Counterfactually Augmented Data

Divyansh Kaushik, Amrith Setlur, Eduard Hovy, Zachary C. Lipton

Comments Published at ICLR 2021

2010.00904 2021-03-25 cs.CL cs.IR cs.LG stat.ML

Autoregressive Entity Retrieval

Nicola De Cao, Gautier Izacard, Sebastian Riedel, Fabio Petroni

Comments Accepted (spotlight) at International Conference on Learning Representations (ICLR) 2021. Code at https://github.com/facebookresearch/GENRE. 20 pages, 9 figures, 8 tables

2007.02798 2021-03-25 cs.CV cs.LG

Gradient Origin Networks

Sam Bond-Taylor, Chris G. Willcocks

Comments 16 pages, 17 figures, accepted at ICLR 2021, camera-ready version

2006.09265 2021-03-25 cs.LO cs.AI cs.CL cs.LG cs.PL stat.ML

IsarStep: a Benchmark for High-level Mathematical Reasoning

Wenda Li, Lei Yu, Yuhuai Wu, Lawrence C. Paulson

Comments 9 pages, published at ICLR 2021

2006.03652 2021-03-25 cs.CL cs.LG

Filtered Inner Product Projection for Crosslingual Embedding Alignment

Vin Sachidananda, Ziyi Yang, Chenguang Zhu

Comments ICLR 2021

2103.12300 2021-03-24 cs.LG cs.AI

Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration

Jaekyeom Kim, Minjung Kim, Dongyeon Woo, Gunhee Kim

Comments Accepted to ICLR 2021. Code at http://vision.snu.ac.kr/projects/db

2011.00050 2021-03-24 cs.LG stat.ML

Dataset Meta-Learning from Kernel Ridge-Regression

Timothy Nguyen, Zhourong Chen, Jaehoon Lee

Comments Accepted to ICLR 2021. Open source implementation: https://colab.sandbox.google.com/github/google-research/google-research/blob/master/kip/KIP.ipynb