ICLR Submissions | OpenReview

Training binary neural networks with real-to-binary convolutions

Brais Martinez, Jing Yang, Adrian Bulat, Georgios Tzimiropoulos

Sep 25, 2019 Blind Submission Readers: everyone

Mixed-curvature Variational Autoencoders

Ondrej Skopek, Octavian-Eugen Ganea, Gary Bécigneul

Sep 25, 2019 Blind Submission Readers: everyone

Program Guided Agent

Shao-Hua Sun, Te-Lin Wu, Joseph J. Lim

Sep 25, 2019 Blind Submission Readers: everyone

Revisiting Self-Training for Neural Sequence Generation

Junxian He, Jiatao Gu, Jiajun Shen, Marc'Aurelio Ranzato

Sep 25, 2019 Blind Submission Readers: everyone

Ridge Regression: Structure, Cross-Validation, and Sketching

Sifan Liu, Edgar Dobriban

Sep 25, 2019 Blind Submission Readers: everyone

Deep Network Classification by Scattering and Homotopy Dictionary Learning

John Zarka, Louis Thiry, Tomas Angles, Stephane Mallat

Sep 25, 2019 Blind Submission Readers: everyone

FreeLB: Enhanced Adversarial Training for Natural Language Understanding

Chen Zhu, Yu Cheng, Zhe Gan, Siqi Sun, Tom Goldstein, Jingjing Liu

Sep 25, 2019 Blind Submission Readers: everyone

Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives

Anirudh Goyal, Shagun Sodhani, Jonathan Binas, Xue Bin Peng, Sergey Levine, Yoshua Bengio

Sep 25, 2019 Blind Submission Readers: everyone

Adversarially Robust Representations with Smooth Encoders

Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy (Dj) Dvijotham, Pushmeet Kohli

Sep 25, 2019 Blind Submission Readers: everyone

Scalable Neural Methods for Reasoning With a Symbolic Knowledge Base

William W. Cohen, Haitian Sun, R. Alex Hofer, Matthew Siegler

Sep 25, 2019 Blind Submission Readers: everyone

Curriculum Loss: Robust Learning and Generalization against Label Corruption

Yueming Lyu, Ivor W. Tsang

Sep 25, 2019 Blind Submission Readers: everyone

Low-dimensional statistical manifold embedding of directed graphs

Thorben Funke, Tian Guo, Alen Lancic, Nino Antulov-Fantulin

Sep 25, 2019 Blind Submission Readers: everyone

VideoFlow: A Conditional Flow-Based Model for Stochastic Video Generation

Manoj Kumar, Mohammad Babaeizadeh, Dumitru Erhan, Chelsea Finn, Sergey Levine, Laurent Dinh, Durk Kingma

Sep 25, 2019 Blind Submission Readers: everyone

Self-Adversarial Learning with Comparative Discrimination for Text Generation

Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei, Ming Zhou

Sep 25, 2019 Blind Submission Readers: everyone

Deep neuroethology of a virtual rodent

Josh Merel, Diego Aldarondo, Jesse Marshall, Yuval Tassa, Greg Wayne, Bence Olveczky

Sep 25, 2019 Blind Submission Readers: everyone

On the Global Convergence of Training Deep Linear ResNets

Difan Zou, Philip M. Long, Quanquan Gu

Sep 25, 2019 Blind Submission Readers: everyone

Measuring and Improving the Use of Graph Information in Graph Neural Networks

Yifan Hou, Jian Zhang, James Cheng, Kaili Ma, Richard T. B. Ma, Hongzhi Chen, Ming-Chang Yang

Sep 25, 2019 Blind Submission Readers: everyone

AssembleNet: Searching for Multi-Stream Neural Connectivity in Video Architectures

Michael S. Ryoo, AJ Piergiovanni, Mingxing Tan, Anelia Angelova

Sep 25, 2019 Blind Submission Readers: everyone

Identity Crisis: Memorization and Generalization Under Extreme Overparameterization

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

Sep 25, 2019 Blind Submission Readers: everyone

Spike-based causal inference for weight alignment

Jordan Guerguiev, Konrad Kording, Blake Richards

Sep 25, 2019 Blind Submission Readers: everyone

VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning

Luisa Zintgraf, Kyriacos Shiarlis, Maximilian Igl, Sebastian Schulze, Yarin Gal, Katja Hofmann, Shimon Whiteson

Sep 25, 2019 Blind Submission Readers: everyone

Expected Information Maximization: Using the I-Projection for Mixture Density Estimation

Philipp Becker, Oleg Arenz, Gerhard Neumann

Sep 25, 2019 Blind Submission Readers: everyone

Fast Task Inference with Variational Intrinsic Successor Features

Steven Hansen, Will Dabney, Andre Barreto, David Warde-Farley, Tom Van de Wiele, Volodymyr Mnih

Sep 25, 2019 Blind Submission Readers: everyone

Kernel of CycleGAN as a principal homogeneous space

Nikita Moriakov, Jonas Adler, Jonas Teuwen

Sep 25, 2019 Blind Submission Readers: everyone

Generative Models for Effective ML on Private, Decentralized Datasets

Sean Augenstein, H. Brendan McMahan, Daniel Ramage, Swaroop Ramaswamy, Peter Kairouz, Mingqing Chen, Rajiv Mathews, Blaise Aguera y Arcas

Sep 25, 2019 Blind Submission Readers: everyone

Gradient-Based Neural DAG Learning

Sébastien Lachapelle, Philippe Brouillard, Tristan Deleu, Simon Lacoste-Julien

Sep 25, 2019 Blind Submission Readers: everyone

DeepSphere: a graph-based spherical CNN

Michaël Defferrard, Martino Milani, Frédérick Gusset, Nathanaël Perraudin

Sep 25, 2019 Blind Submission Readers: everyone

IMPACT: Importance Weighted Asynchronous Architectures with Clipped Target Networks

Michael Luo, Jiahao Yao, Richard Liaw, Eric Liang, Ion Stoica

Sep 25, 2019 Blind Submission Readers: everyone

Improving Neural Language Generation with Spectrum Control

Lingxiao Wang, Jing Huang, Kevin Huang, Ziniu Hu, Guangtao Wang, Quanquan Gu

Sep 25, 2019 Blind Submission Readers: everyone

Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks

Sanjeev Arora, Simon S. Du, Zhiyuan Li, Ruslan Salakhutdinov, Ruosong Wang, Dingli Yu

Sep 25, 2019 Blind Submission Readers: everyone

NAS evaluation is frustratingly hard

Antoine Yang, Pedro M. Esperança, Fabio M. Carlucci

Sep 25, 2019 Blind Submission Readers: everyone

Understanding and Robustifying Differentiable Architecture Search

Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter

Sep 25, 2019 Blind Submission Readers: everyone

Meta-Q-Learning

Rasool Fakoor, Pratik Chaudhari, Stefano Soatto, Alexander J. Smola

Sep 25, 2019 Blind Submission Readers: everyone

Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints

Mengtian Li, Ersin Yumer, Deva Ramanan

Sep 25, 2019 Blind Submission Readers: everyone

Training individually fair ML models with sensitive subspace robustness

Mikhail Yurochkin, Amanda Bower, Yuekai Sun

Sep 25, 2019 Blind Submission Readers: everyone

Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation

Hang Gao, Xizhou Zhu, Stephen Lin, Jifeng Dai

Sep 25, 2019 Blind Submission Readers: everyone

From Variational to Deterministic Autoencoders

Partha Ghosh, Mehdi S. M. Sajjadi, Antonio Vergari, Michael Black, Bernhard Scholkopf

Sep 25, 2019 Blind Submission Readers: everyone

GraphAF: a Flow-based Autoregressive Model for Molecular Graph Generation

Chence Shi*, Minkai Xu*, Zhaocheng Zhu, Weinan Zhang, Ming Zhang, Jian Tang

Sep 25, 2019 Blind Submission Readers: everyone

A Theoretical Analysis of the Number of Shots in Few-Shot Learning

Tianshi Cao, Marc T Law, Sanja Fidler

Sep 25, 2019 Blind Submission Readers: everyone

Deep Learning of Determinantal Point Processes via Proper Spectral Sub-gradient

Tianshu Yu, Yikang Li, Baoxin Li

Sep 25, 2019 Blind Submission Readers: everyone

Augmenting Genetic Algorithms with Deep Neural Networks for Exploring the Chemical Space

AkshatKumar Nigam, Pascal Friederich, Mario Krenn, Alan Aspuru-Guzik

Sep 25, 2019 Blind Submission Readers: everyone

Denoising and Regularization via Exploiting the Structural Bias of Convolutional Generators

Reinhard Heckel and Mahdi Soltanolkotabi

Sep 25, 2019 Blind Submission Readers: everyone

SNOW: Subscribing to Knowledge via Channel Pooling for Transfer & Lifelong Learning of Convolutional Neural Networks

Chungkuk Yoo, Bumsoo Kang, Minsik Cho

Sep 25, 2019 Blind Submission Readers: everyone

A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms

Yoshua Bengio, Tristan Deleu, Nasim Rahaman, Nan Rosemary Ke, Sebastien Lachapelle, Olexa Bilaniuk, Anirudh Goyal, Christopher Pal

Sep 25, 2019 Blind Submission Readers: everyone

Classification-Based Anomaly Detection for General Data

Liron Bergman, Yedid Hoshen

Sep 25, 2019 Blind Submission Readers: everyone

B-Spline CNNs on Lie groups

Erik J Bekkers

Sep 25, 2019 Blind Submission Readers: everyone

Global Relational Models of Source Code

Vincent J. Hellendoorn, Charles Sutton, Rishabh Singh, Petros Maniatis, David Bieber

Sep 25, 2019 Blind Submission Readers: everyone

NeurQuRI: Neural Question Requirement Inspector for Answerability Prediction in Machine Reading Comprehension

Seohyun Back, Sai Chetan Chinthakindi, Akhil Kedia, Haejun Lee, Jaegul Choo

Sep 25, 2019 Blind Submission Readers: everyone

Adjustable Real-time Style Transfer

Mohammad Babaeizadeh, Golnaz Ghiasi

Sep 25, 2019 Blind Submission Readers: everyone

Ranking Policy Gradient

Kaixiang Lin, Jiayu Zhou

Sep 25, 2019 Blind Submission Readers: everyone

Neural Epitome Search for Architecture-Agnostic Network Compression

Daquan Zhou, Xiaojie Jin, Qibin Hou, Kaixin Wang, Jianchao Yang, Jiashi Feng

Sep 25, 2019 Blind Submission Readers: everyone

Learning to Guide Random Search

Ozan Sener, Vladlen Koltun

Sep 25, 2019 Blind Submission Readers: everyone

BERTScore: Evaluating Text Generation with BERT

Tianyi Zhang*, Varsha Kishore*, Felix Wu*, Kilian Q. Weinberger, Yoav Artzi

Sep 25, 2019 Blind Submission Readers: everyone

Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs

Aditya Paliwal, Felix Gimeno, Vinod Nair, Yujia Li, Miles Lubin, Pushmeet Kohli, Oriol Vinyals

Sep 25, 2019 Blind Submission Readers: everyone

Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization

Michael Volpp, Lukas P. Fröhlich, Kirsten Fischer, Andreas Doerr, Stefan Falkner, Frank Hutter, Christian Daniel

Sep 25, 2019 Blind Submission Readers: everyone

Adaptive Correlated Monte Carlo for Contextual Categorical Sequence Generation

Xinjie Fan, Yizhe Zhang, Zhendong Wang, Mingyuan Zhou

Sep 25, 2019 Blind Submission Readers: everyone

Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object Tracking

Yunhan Jia, Yantao Lu, Junjie Shen, Qi Alfred Chen, Hao Chen, Zhenyu Zhong, Tao Wei

Sep 25, 2019 Blind Submission Readers: everyone

Pre-training Tasks for Embedding-based Large-scale Retrieval

Wei-Cheng Chang, Felix X. Yu, Yin-Wen Chang, Yiming Yang, Sanjiv Kumar

Sep 25, 2019 Blind Submission Readers: everyone

MACER: Attack-free and Scalable Robust Training via Maximizing Certified Radius

Runtian Zhai, Chen Dan, Di He, Huan Zhang, Boqing Gong, Pradeep Ravikumar, Cho-Jui Hsieh, Liwei Wang

Sep 25, 2019 Blind Submission Readers: everyone

Rényi Fair Inference

Sina Baharlouei, Maher Nouiehed, Ahmad Beirami, Meisam Razaviyayn

Sep 25, 2019 Blind Submission Readers: everyone

An Exponential Learning Rate Schedule for Deep Learning

Zhiyuan Li, Sanjeev Arora

Sep 25, 2019 Blind Submission Readers: everyone

Graph Convolutional Reinforcement Learning

Jiechuan Jiang, Chen Dun, Tiejun Huang, Zongqing Lu

Sep 25, 2019 Blind Submission Readers: everyone

In Search for a SAT-friendly Binarized Neural Network Architecture

Nina Narodytska, Hongce Zhang, Aarti Gupta, Toby Walsh

Sep 25, 2019 Blind Submission Readers: everyone

A Constructive Prediction of the Generalization Error Across Scales

Jonathan S. Rosenfeld, Amir Rosenfeld, Yonatan Belinkov, Nir Shavit

Sep 25, 2019 Blind Submission Readers: everyone

Improving Generalization in Meta Reinforcement Learning using Learned Objectives

Louis Kirsch, Sjoerd van Steenkiste, Juergen Schmidhuber

Sep 25, 2019 Blind Submission Readers: everyone

Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning

Akanksha Atrey, Kaleigh Clary, David Jensen

Sep 25, 2019 Blind Submission Readers: everyone

A Generalized Training Approach for Multiagent Learning

Paul Muller, Shayegan Omidshafiei, Mark Rowland, Karl Tuyls, Julien Perolat, Siqi Liu, Daniel Hennes, Luke Marris, Marc Lanctot, Edward Hughes, Zhe Wang, Guy Lever, Nicolas Heess, Thore Graepel, Remi Munos

Sep 25, 2019 Blind Submission Readers: everyone

Scalable Model Compression by Entropy Penalized Reparameterization

Deniz Oktay, Johannes Ballé, Saurabh Singh, Abhinav Shrivastava

Sep 25, 2019 Blind Submission Readers: everyone

Rotation-invariant clustering of neuronal responses in primary visual cortex

Ivan Ustyuzhaninov, Santiago A. Cadena, Emmanouil Froudarakis, Paul G. Fahey, Edgar Y. Walker, Erick Cobos, Jacob Reimer, Fabian H. Sinz, Andreas S. Tolias, Matthias Bethge, Alexander S. Ecker

Sep 25, 2019 Blind Submission Readers: everyone

Ensemble Distribution Distillation

Andrey Malinin, Bruno Mlodozeniec, Mark Gales

Sep 25, 2019 Blind Submission Readers: everyone

ES-MAML: Simple Hessian-Free Meta Learning

Xingyou Song, Wenbo Gao, Yuxiang Yang, Krzysztof Choromanski, Aldo Pacchiano, Yunhao Tang

Sep 25, 2019 Blind Submission Readers: everyone

SAdam: A Variant of Adam for Strongly Convex Functions

Guanghui Wang, Shiyin Lu, Quan Cheng, Wei-wei Tu, Lijun Zhang

Sep 25, 2019 Blind Submission Readers: everyone

Continual Learning with Bayesian Neural Networks for Non-Stationary Data

Richard Kurle, Botond Cseke, Alexej Klushyn, Patrick van der Smagt, Stephan Günnemann

Sep 25, 2019 Blind Submission Readers: everyone

Automated curriculum generation through setter-solver interactions

Sebastien Racaniere, Andrew Lampinen, Adam Santoro, David Reichert, Vlad Firoiu, Timothy Lillicrap

Sep 25, 2019 Blind Submission Readers: everyone

NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search

Xuanyi Dong, Yi Yang

Sep 25, 2019 Blind Submission Readers: everyone

Dynamic Time Lag Regression: Predicting What & When

Mandar Chandorkar, Cyril Furtlehner, Bala Poduval, Enrico Camporeale, Michele Sebag

Sep 25, 2019 Blind Submission Readers: everyone

Double Neural Counterfactual Regret Minimization

Hui Li, Kailiang Hu, Shaohua Zhang, Yuan Qi, Le Song

Sep 25, 2019 Blind Submission Readers: everyone

Robust anomaly detection and backdoor attack detection via differential privacy

Min Du, Ruoxi Jia, Dawn Song

Sep 25, 2019 Blind Submission Readers: everyone

Optimistic Exploration even with a Pessimistic Initialisation

Tabish Rashid, Bei Peng, Wendelin Boehmer, Shimon Whiteson

Sep 25, 2019 Blind Submission Readers: everyone

Training Generative Adversarial Networks from Incomplete Observations using Factorised Discriminators

Daniel Stoller, Sebastian Ewert, Simon Dixon

Sep 25, 2019 Blind Submission Readers: everyone

Mathematical Reasoning in Latent Space

Dennis Lee, Christian Szegedy, Markus Rabe, Sarah Loos, Kshitij Bansal

Sep 25, 2019 Blind Submission Readers: everyone

Deep Symbolic Superoptimization Without Human Knowledge

Hui Shi, Yang Zhang, Xinyun Chen, Yuandong Tian, Jishen Zhao

Sep 25, 2019 Blind Submission Readers: everyone

Neural Execution of Graph Algorithms

Petar Veličković, Rex Ying, Matilde Padovano, Raia Hadsell, Charles Blundell

Sep 25, 2019 Blind Submission Readers: everyone

Encoding word order in complex embeddings

Benyou Wang, Donghao Zhao, Christina Lioma, Qiuchi Li, Peng Zhang, Jakob Grue Simonsen

Sep 25, 2019 Blind Submission Readers: everyone

Deep Double Descent: Where Bigger Models and More Data Hurt

Preetum Nakkiran, Gal Kaplun, Yamini Bansal, Tristan Yang, Boaz Barak, Ilya Sutskever

Sep 25, 2019 Blind Submission Readers: everyone

The Early Phase of Neural Network Training

Jonathan Frankle, David J. Schwab, Ari S. Morcos

Sep 25, 2019 Blind Submission Readers: everyone

Don't Use Large Mini-batches, Use Local SGD

Tao Lin, Sebastian U. Stich, Kumar Kshitij Patel, Martin Jaggi

Sep 25, 2019 Blind Submission Readers: everyone

A Closer Look at the Optimization Landscapes of Generative Adversarial Networks

Hugo Berard, Gauthier Gidel, Amjad Almahairi, Pascal Vincent, Simon Lacoste-Julien

Sep 25, 2019 Blind Submission Readers: everyone

Learning to Control PDEs with Differentiable Physics

Philipp Holl, Nils Thuerey, Vladlen Koltun

Sep 25, 2019 Blind Submission Readers: everyone

Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network

Taiji Suzuki, Hiroshi Abe, Tomoaki Nishimura

Sep 25, 2019 Blind Submission Readers: everyone

Rethinking the Hyperparameters for Fine-tuning

Hao Li, Pratik Chaudhari, Hao Yang, Michael Lam, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto

Sep 25, 2019 Blind Submission Readers: everyone

PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction

Sangdon Park, Osbert Bastani, Nikolai Matni, Insup Lee

Sep 25, 2019 Blind Submission Readers: everyone

Deep Semi-Supervised Anomaly Detection

Lukas Ruff, Robert A. Vandermeulen, Nico Görnitz, Alexander Binder, Emmanuel Müller, Klaus-Robert Müller, Marius Kloft

Sep 25, 2019 Blind Submission Readers: everyone

AtomNAS: Fine-Grained End-to-End Neural Architecture Search

Jieru Mei, Yingwei Li, Xiaochen Lian, Xiaojie Jin, Linjie Yang, Alan Yuille, Jianchao Yang

Sep 25, 2019 Blind Submission Readers: everyone

Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference

Ting-Kuei Hu, Tianlong Chen, Haotao Wang, Zhangyang Wang

Sep 25, 2019 Blind Submission Readers: everyone

CLEVRER: Collision Events for Video Representation and Reasoning

Kexin Yi*, Chuang Gan*, Yunzhu Li, Pushmeet Kohli, Jiajun Wu, Antonio Torralba, Joshua B. Tenenbaum

Sep 25, 2019 Blind Submission Readers: everyone

Computation Reallocation for Object Detection

Feng Liang, Chen Lin, Ronghao Guo, Ming Sun, Wei Wu, Junjie Yan, Wanli Ouyang

Sep 25, 2019 Blind Submission Readers: everyone

Making Efficient Use of Demonstrations to Solve Hard Exploration Problems

Caglar Gulcehre, Tom Le Paine, Bobak Shahriari, Misha Denil, Matt Hoffman, Hubert Soyer, Richard Tanburn, Steven Kapturowski, Neil Rabinowitz, Duncan Williams, Gabriel Barth-Maron, Ziyu Wang, Nando de Freitas, Worlds Team

Sep 25, 2019 Blind Submission Readers: everyone

Robust And Interpretable Blind Image Denoising Via Bias-Free Convolutional Neural Networks

Sreyas Mohan, Zahra Kadkhodaie, Eero P. Simoncelli, Carlos Fernandez-Granda

Sep 25, 2019 Blind Submission Readers: everyone

Permutation Equivariant Models for Compositional Generalization in Language

Jonathan Gordon, David Lopez-Paz, Marco Baroni, Diane Bouchacourt

Sep 25, 2019 Blind Submission Readers: everyone

Automated Relational Meta-learning

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

Sep 25, 2019 Blind Submission Readers: everyone

A Probabilistic Formulation of Unsupervised Text Style Transfer

Junxian He, Xinyi Wang, Graham Neubig, Taylor Berg-Kirkpatrick

Sep 25, 2019 Blind Submission Readers: everyone

Discrepancy Ratio: Evaluating Model Performance When Even Experts Disagree on the Truth

Igor Lovchinsky, Alon Daks, Israel Malkin, Pouya Samangouei, Ardavan Saeedi, Yang Liu, Swami Sankaranarayanan, Tomer Gafner, Ben Sternlieb, Patrick Maher, Nathan Silberman

Sep 25, 2019 Blind Submission Readers: everyone

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

Sep 25, 2019 Blind Submission Readers: everyone

Generalized Convolutional Forest Networks for Domain Generalization and Visual Recognition

Jongbin Ryu, Gitaek Kwon, Ming-Hsuan Yang, Jongwoo Lim

Sep 25, 2019 Blind Submission Readers: everyone

Graph Constrained Reinforcement Learning for Natural Language Action Spaces

Prithviraj Ammanabrolu, Matthew Hausknecht

Sep 25, 2019 Blind Submission Readers: everyone

Improved memory in recurrent neural networks with sequential non-normal dynamics

Emin Orhan, Xaq Pitkow

Sep 25, 2019 Blind Submission Readers: everyone

A Learning-based Iterative Method for Solving Vehicle Routing Problems

Hao Lu, Xingwen Zhang, Shuang Yang

Sep 25, 2019 Blind Submission Readers: everyone

A Theory of Usable Information under Computational Constraints

Yilun Xu, Shengjia Zhao, Jiaming Song, Russell Stewart, Stefano Ermon

Sep 25, 2019 Blind Submission Readers: everyone

Emergence of functional and structural properties of the head direction system by optimization of recurrent neural networks

Christopher J. Cueva, Peter Y. Wang, Matthew Chin, Xue-Xin Wei

Sep 25, 2019 Blind Submission Readers: everyone

GenDICE: Generalized Offline Estimation of Stationary Values

Ruiyi Zhang*, Bo Dai*, Lihong Li, Dale Schuurmans

Sep 25, 2019 Blind Submission Readers: everyone

Adversarially robust transfer learning

Ali Shafahi, Parsa Saadatpanah, Chen Zhu, Amin Ghiasi, Christoph Studer, David Jacobs, Tom Goldstein

Sep 25, 2019 Blind Submission Readers: everyone

Learning from Explanations with Neural Execution Tree

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

Sep 25, 2019 Blind Submission Readers: everyone

Universal Approximation with Certified Networks

Maximilian Baader, Matthew Mirman, Martin Vechev

Sep 25, 2019 Blind Submission Readers: everyone

Extreme Classification via Adversarial Softmax Approximation

Robert Bamler, Stephan Mandt

Sep 25, 2019 Blind Submission Readers: everyone

Synthesizing Programmatic Policies that Inductively Generalize

Jeevana Priya Inala, Osbert Bastani, Zenna Tavares, Armando Solar-Lezama

Sep 25, 2019 Blind Submission Readers: everyone

Image-guided Neural Object Rendering

Justus Thies, Michael Zollhöfer, Christian Theobalt, Marc Stamminger, Matthias Nießner

Sep 25, 2019 Blind Submission Readers: everyone

Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning?

Simon S. Du, Sham M. Kakade, Ruosong Wang, Lin F. Yang

Sep 25, 2019 Blind Submission Readers: everyone

Interpretable Complex-Valued Neural Networks for Privacy Protection

Liyao Xiang, Hao Zhang, Haotian Ma, Yifan Zhang, Jie Ren, Quanshi Zhang

Sep 25, 2019 Blind Submission Readers: everyone

The Shape of Data: Intrinsic Distance for Data Distributions

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

Sep 25, 2019 Blind Submission Readers: everyone

Dynamics-Aware Embeddings

William Whitney, Rajat Agarwal, Kyunghyun Cho, Abhinav Gupta

Sep 25, 2019 Blind Submission Readers: everyone

Extreme Tensoring for Low-Memory Preconditioning

Xinyi Chen, Naman Agarwal, Elad Hazan, Cyril Zhang, Yi Zhang

Sep 25, 2019 Blind Submission Readers: everyone

Sequential Latent Knowledge Selection for Knowledge-Grounded Dialogue

Byeongchang Kim, Jaewoo Ahn, Gunhee Kim

Sep 25, 2019 Blind Submission Readers: everyone

Geom-GCN: Geometric Graph Convolutional Networks

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

Sep 25, 2019 Blind Submission Readers: everyone

Compositional languages emerge in a neural iterated learning model

Yi Ren, Shangmin Guo, Matthieu Labeau, Shay B. Cohen, Simon Kirby

Sep 25, 2019 Blind Submission Readers: everyone

Knowledge Consistency between Neural Networks and Beyond

Ruofan Liang, Tianlin Li, Longfei Li, Jing Wang, Quanshi Zhang

Sep 25, 2019 Blind Submission Readers: everyone

Differentially Private Meta-Learning

Jeffrey Li, Mikhail Khodak, Sebastian Caldas, Ameet Talwalkar

Sep 25, 2019 Blind Submission Readers: everyone

Stochastic Conditional Generative Networks with Basis Decomposition

Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu

Sep 25, 2019 Blind Submission Readers: everyone

Meta-Learning with Warped Gradient Descent

Sebastian Flennerhag, Andrei A. Rusu, Razvan Pascanu, Francesco Visin, Hujun Yin, Raia Hadsell

Sep 25, 2019 Blind Submission Readers: everyone

Neural Text Generation With Unlikelihood Training

Sean Welleck, Ilia Kulikov, Stephen Roller, Emily Dinan, Kyunghyun Cho, Jason Weston

Sep 25, 2019 Blind Submission Readers: everyone

Duration-of-Stay Storage Assignment under Uncertainty

Michael Lingzhi Li, Elliott Wolf, Daniel Wintz

Sep 25, 2019 Blind Submission Readers: everyone

Non-Autoregressive Dialog State Tracking

Hung Le, Richard Socher, Steven C.H. Hoi

Sep 25, 2019 Blind Submission Readers: everyone

Scalable and Order-robust Continual Learning with Additive Parameter Decomposition

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

Sep 25, 2019 Blind Submission Readers: everyone

Automatically Discovering and Learning New Visual Categories with Ranking Statistics

Kai Han, Sylvestre-Alvise Rebuffi, Sebastien Ehrhardt, Andrea Vedaldi, Andrew Zisserman

Sep 25, 2019 Blind Submission Readers: everyone

On Identifiability in Transformers

Gino Brunner, Yang Liu, Damian Pascual, Oliver Richter, Massimiliano Ciaramita, Roger Wattenhofer

Sep 25, 2019 Blind Submission Readers: everyone

Robust Reinforcement Learning for Continuous Control with Model Misspecification

Daniel J. Mankowitz, Nir Levine, Rae Jeong, Abbas Abdolmaleki, Jost Tobias Springenberg, Yuanyuan Shi, Jackie Kay, Todd Hester, Timothy Mann, Martin Riedmiller

Sep 25, 2019 Blind Submission Readers: everyone

Enhancing Adversarial Defense by k-Winners-Take-All

Chang Xiao, Peilin Zhong, Changxi Zheng

Sep 25, 2019 Blind Submission Readers: everyone

Are Pre-trained Language Models Aware of Phrases? Simple but Strong Baselines for Grammar Induction

Taeuk Kim, Jihun Choi, Daniel Edmiston, Sang-goo Lee

Sep 25, 2019 Blind Submission Readers: everyone

Neural Policy Gradient Methods: Global Optimality and Rates of Convergence

Lingxiao Wang, Qi Cai, Zhuoran Yang, Zhaoran Wang

Sep 25, 2019 Blind Submission Readers: everyone

Enhancing Transformation-Based Defenses Against Adversarial Attacks with a Distribution Classifier

Connie Kou, Hwee Kuan Lee, Ee-Chien Chang, Teck Khim Ng

Sep 25, 2019 Blind Submission Readers: everyone

Sample Efficient Policy Gradient Methods with Recursive Variance Reduction

Pan Xu, Felicia Gao, Quanquan Gu

Sep 25, 2019 Blind Submission Readers: everyone

ALBERT: A Lite BERT for Self-supervised Learning of Language Representations

Zhenzhong Lan, Mingda Chen, Sebastian Goodman, Kevin Gimpel, Piyush Sharma, Radu Soricut

Sep 25, 2019 Blind Submission Readers: everyone

State-only Imitation with Transition Dynamics Mismatch

Tanmay Gangwani, Jian Peng

Sep 25, 2019 Blind Submission Readers: everyone

Watch the Unobserved: A Simple Approach to Parallelizing Monte Carlo Tree Search

Anji Liu, Jianshu Chen, Mingze Yu, Yu Zhai, Xuewen Zhou, Ji Liu

Sep 25, 2019 Blind Submission Readers: everyone

Gradientless Descent: High-Dimensional Zeroth-Order Optimization

Daniel Golovin, John Karro, Greg Kochanski, Chansoo Lee, Xingyou Song, Qiuyi Zhang

Sep 25, 2019 Blind Submission Readers: everyone

Black-box Off-policy Estimation for Infinite-Horizon Reinforcement Learning

Ali Mousavi, Lihong Li, Qiang Liu, Denny Zhou

Sep 25, 2019 Blind Submission Readers: everyone

Hyper-SAGNN: a self-attention based graph neural network for hypergraphs

Ruochi Zhang, Yuesong Zou, Jian Ma

Sep 25, 2019 Blind Submission Readers: everyone

Unpaired Point Cloud Completion on Real Scans using Adversarial Training

Xuelin Chen, Baoquan Chen, Niloy J. Mitra

Sep 25, 2019 Blind Submission Readers: everyone

The intriguing role of module criticality in the generalization of deep networks

Niladri Chatterji, Behnam Neyshabur, Hanie Sedghi

Sep 25, 2019 Blind Submission Readers: everyone

SpikeGrad: An ANN-equivalent Computation Model for Implementing Backpropagation with Spikes

Johannes C. Thiele, Olivier Bichler, Antoine Dupret

Sep 25, 2019 Blind Submission Readers: everyone