ICLR.cc Submissions | OpenReview

Learning deep representations by mutual information estimation and maximization

R Devon Hjelm, Alex Fedorov, Samuel Lavoie-Marchildon, Karan Grewal, Phil Bachman, Adam Trischler, Yoshua Bengio

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

A Generative Model For Electron Paths

John Bradshaw, Matt J. Kusner, Brooks Paige, Marwin H. S. Segler, José Miguel Hernández-Lobato

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Whitening and Coloring Batch Transform for GANs

Aliaksandr Siarohin, Enver Sangineto, Nicu Sebe

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning protein sequence embeddings using information from structure

Tristan Bepler, Bonnie Berger

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

DARTS: Differentiable Architecture Search

Hanxiao Liu, Karen Simonyan, Yiming Yang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Representation Degeneration Problem in Training Natural Language Generation Models

Jun Gao, Di He, Xu Tan, Tao Qin, Liwei Wang, Tieyan Liu

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Structured Adversarial Attack: Towards General Implementation and Better Interpretability

Kaidi Xu, Sijia Liu, Pu Zhao, Pin-Yu Chen, Huan Zhang, Quanfu Fan, Deniz Erdogmus, Yanzhi Wang, Xue Lin

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Episodic Curiosity through Reachability

Nikolay Savinov, Anton Raichuk, Damien Vincent, Raphael Marinier, Marc Pollefeys, Timothy Lillicrap, Sylvain Gelly

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning sparse relational transition models

Victoria Xia, Zi Wang, Kelsey Allen, Tom Silver, Leslie Pack Kaelbling

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

Han Cai, Ligeng Zhu, Song Han

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

No Training Required: Exploring Random Encoders for Sentence Classification

John Wieting, Douwe Kiela

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Equi-normalization of Neural Networks

Pierre Stock, Benjamin Graham, Rémi Gribonval, Hervé Jégou

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Deep Frank-Wolfe For Neural Network Optimization

Leonard Berrada, Andrew Zisserman, M. Pawan Kumar

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning what and where to attend

Drew Linsley, Dan Shiebler, Sven Eberhardt, Thomas Serre

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Minimum Divergence vs. Maximum Margin: an Empirical Comparison on Seq2Seq Models

Huan Zhang, Hai Zhao

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Adaptivity of deep ReLU network for learning in Besov and mixed smooth Besov spaces: optimal rate and curse of dimensionality

Taiji Suzuki

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Minimal Random Code Learning: Getting Bits Back from Compressed Model Parameters

Marton Havasi, Robert Peharz, José Miguel Hernández-Lobato

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Von Mises-Fisher Loss for Training Sequence to Sequence Models with Continuous Outputs

Sachin Kumar, Yulia Tsvetkov

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Feed-forward Propagation in Probabilistic Neural Networks with Categorical and Max Layers

Alexander Shekhovtsov, Boris Flach

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Generative Code Modeling with Graphs

Marc Brockschmidt, Miltiadis Allamanis, Alexander L. Gaunt, Oleksandr Polozov

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Do Deep Generative Models Know What They Don't Know?

Eric Nalisnick, Akihiro Matsukawa, Yee Whye Teh, Dilan Gorur, Balaji Lakshminarayanan

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

AD-VAT: An Asymmetric Dueling mechanism for learning Visual Active Tracking

Fangwei Zhong, Peng Sun, Wenhan Luo, Tingyun Yan, Yizhou Wang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation

Soochan Lee, Junsoo Ha, Gunhee Kim

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Time-Agnostic Prediction: Predicting Predictable Video Frames

Dinesh Jayaraman, Frederik Ebert, Alexei Efros, Sergey Levine

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Visual Explanation by Interpretation: Improving Visual Feedback Capabilities of Deep Neural Networks

Jose Oramas, Kaili Wang, Tinne Tuytelaars

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning Finite State Representations of Recurrent Policy Networks

Anurag Koul, Alan Fern, Sam Greydanus

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Human-level Protein Localization with Convolutional Neural Networks

Elisabeth Rumetshofer, Markus Hofmarcher, Clemens Röhrl, Sepp Hochreiter, Günter Klambauer

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Value Propagation Networks

Nantas Nardelli, Gabriel Synnaeve, Zeming Lin, Pushmeet Kohli, Philip H. S. Torr, Nicolas Usunier

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Local SGD Converges Fast and Communicates Little

Sebastian U. Stich

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Adversarial Attacks on Graph Neural Networks via Meta Learning

Daniel Zügner, Stephan Günnemann

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Theoretical Analysis of Auto Rate-Tuning by Batch Normalization

Sanjeev Arora, Zhiyuan Li, Kaifeng Lyu

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning Latent Superstructures in Variational Autoencoders for Deep Multidimensional Clustering

Xiaopeng Li, Zhourong Chen, Leonard K. M. Poon, Nevin L. Zhang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Off-Policy Evaluation and Learning from Logged Bandit Feedback: Error Reduction via Surrogate Policy

Yuan Xie, Boyi Liu, Qiang Liu, Zhaoran Wang, Yuan Zhou, Jian Peng

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

SNIP: SINGLE-SHOT NETWORK PRUNING BASED ON CONNECTION SENSITIVITY

Namhoon Lee, Thalaiyasingam Ajanthan, Philip Torr

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Generating Multi-Agent Trajectories using Programmatic Weak Supervision

Eric Zhan, Stephan Zheng, Yisong Yue, Long Sha, Patrick Lucey

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning to Represent Edits

Pengcheng Yin, Graham Neubig, Miltiadis Allamanis, Marc Brockschmidt, Alexander L. Gaunt

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Transfer Learning for Sequences via Learning to Collocate

Wanyun Cui, Guangyu Zheng, Zhiqiang Shen, Sihang Jiang, Wei Wang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Multi-Agent Dual Learning

Yiren Wang, Yingce Xia, Tianyu He, Fei Tian, Tao Qin, ChengXiang Zhai, Tie-Yan Liu

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

On the Sensitivity of Adversarial Robustness to Input Data Distributions

Gavin Weiguang Ding, Kry Yik Chau Lui, Xiaomeng Jin, Luyu Wang, Ruitong Huang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

GENERATING HIGH FIDELITY IMAGES WITH SUBSCALE PIXEL NETWORKS AND MULTIDIMENSIONAL UPSCALING

Jacob Menick, Nal Kalchbrenner

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Scalable Unbalanced Optimal Transport using Generative Adversarial Networks

Karren D. Yang, Caroline Uhler

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

ANYTIME MINIBATCH: EXPLOITING STRAGGLERS IN ONLINE DISTRIBUTED OPTIMIZATION

Nuwan Ferdinand, Haider Al-Lawati, Stark Draper, Matthew Nokleby

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Aggregated Momentum: Stability Through Passive Damping

James Lucas, Shengyang Sun, Richard Zemel, Roger Grosse

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

ClariNet: Parallel Wave Generation in End-to-End Text-to-Speech

Wei Ping, Kainan Peng, Jitong Chen

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Adaptive Estimators Show Information Compression in Deep Neural Networks

Ivan Chelombiev, Conor Houghton, Cian O'Donnell

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

A Unified Theory of Early Visual Representations from Retina to Cortex through Anatomically Constrained Deep CNNs

Jack Lindsey, Samuel A. Ocko, Surya Ganguli, Stephane Deny

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

RNNs implicitly implement tensor-product representations

R. Thomas McCoy, Tal Linzen, Ewan Dunbar, Paul Smolensky

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

An Empirical study of Binary Neural Networks' Optimisation

Milad Alizadeh, Javier Fernández-Marqués, Nicholas D. Lane, Yarin Gal

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

A Statistical Approach to Assessing Neural Network Robustness

Stefan Webb, Tom Rainforth, Yee Whye Teh, M. Pawan Kumar

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Meta-Learning For Stochastic Gradient MCMC

Wenbo Gong, Yingzhen Li, José Miguel Hernández-Lobato

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Wizard of Wikipedia: Knowledge-Powered Conversational Agents

Emily Dinan, Stephen Roller, Kurt Shuster, Angela Fan, Michael Auli, Jason Weston

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Information-Directed Exploration for Deep Reinforcement Learning

Nikolay Nikolov, Johannes Kirschner, Felix Berkenkamp, Andreas Krause

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Environment Probing Interaction Policies

Wenxuan Zhou, Lerrel Pinto, Abhinav Gupta

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

FlowQA: Grasping Flow in History for Conversational Machine Comprehension

Hsin-Yuan Huang, Eunsol Choi, Wen-tau Yih

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

FFJORD: Free-Form Continuous Dynamics for Scalable Reversible Generative Models

Will Grathwohl, Ricky T. Q. Chen, Jesse Bettencourt, Ilya Sutskever, David Duvenaud

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Towards GAN Benchmarks Which Require Generalization

Ishaan Gulrajani, Colin Raffel, Luke Metz

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Multi-Domain Adversarial Learning

Alice Schoenauer-Sebag, Louise Heinrich, Marc Schoenauer, Michele Sebag, Lani F. Wu, Steve J. Altschuler

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Mode Normalization

Lucas Deecke, Iain Murray, Hakan Bilen

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Universal Successor Features Approximators

Diana Borsa, Andre Barreto, John Quan, Daniel J. Mankowitz, Hado van Hasselt, Remi Munos, David Silver, Tom Schaul

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Adversarial Imitation via Variational Inverse Reinforcement Learning

Ahmed H. Qureshi, Byron Boots, Michael C. Yip

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

On Self Modulation for Generative Adversarial Networks

Ting Chen, Mario Lucic, Neil Houlsby, Sylvain Gelly

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Attentive Neural Processes

Hyunjik Kim, Andriy Mnih, Jonathan Schwarz, Marta Garnelo, Ali Eslami, Dan Rosenbaum, Oriol Vinyals, Yee Whye Teh

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Relaxed Quantization for Discretized Neural Networks

Christos Louizos, Matthias Reisser, Tijmen Blankevoort, Efstratios Gavves, Max Welling

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning Factorized Multimodal Representations

Yao-Hung Hubert Tsai, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency, Ruslan Salakhutdinov

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

code2seq: Generating Sequences from Structured Representations of Code

Uri Alon, Shaked Brody, Omer Levy, Eran Yahav

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Spreading vectors for similarity search

Alexandre Sablayrolles, Matthijs Douze, Cordelia Schmid, Hervé Jégou

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

DeepOBS: A Deep Learning Optimizer Benchmark Suite

Frank Schneider, Lukas Balles, Philipp Hennig

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Conditional Network Embeddings

Bo Kang, Jefrey Lijffijt, Tijl De Bie

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology

Bastian Rieck, Matteo Togninalli, Christian Bock, Michael Moor, Max Horn, Thomas Gumbsch, Karsten Borgwardt

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Large-Scale Answerer in Questioner's Mind for Visual Dialog Question Generation

Sang-Woo Lee, Tong Gao, Sohee Yang, Jaejun Yoo, Jung-Woo Ha

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning to Screen for Fast Softmax Inference on Large Vocabulary Neural Networks

Patrick Chen, Si Si, Sanjiv Kumar, Yang Li, Cho-Jui Hsieh

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning to Schedule Communication in Multi-agent Reinforcement Learning

Daewoo Kim, Sangwoo Moon, David Hostallero, Wan Ju Kang, Taeyoung Lee, Kyunghwan Son, Yung Yi

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

RelGAN: Relational Generative Adversarial Networks for Text Generation

Weili Nie, Nina Narodytska, Ankit Patel

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

On Random Deep Weight-Tied Autoencoders: Exact Asymptotic Analysis, Phase Transitions, and Implications to Training

Ping Li, Phan-Minh Nguyen

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

DISTRIBUTIONAL CONCAVITY REGULARIZATION FOR GANS

Shoichiro Yamaguchi, Masanori Koyama

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

ROBUST ESTIMATION VIA GENERATIVE ADVERSARIAL NETWORKS

Chao GAO, jiyi LIU, Yuan YAO, Weizhi ZHU

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Pay Less Attention with Lightweight and Dynamic Convolutions

Felix Wu, Angela Fan, Alexei Baevski, Yann Dauphin, Michael Auli

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Analysis of Quantized Models

Lu Hou, Ruiliang Zhang, James T. Kwok

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Prior Convictions: Black-box Adversarial Attacks with Bandits and Priors

Andrew Ilyas, Logan Engstrom, Aleksander Madry

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Approximability of Discriminators Implies Diversity in GANs

Yu Bai, Tengyu Ma, Andrej Risteski

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Self-Monitoring Navigation Agent via Auxiliary Progress Estimation

Chih-Yao Ma, Jiasen Lu, Zuxuan Wu, Ghassan AlRegib, Zsolt Kira, Richard Socher, Caiming Xiong

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Residual Non-local Attention Networks for Image Restoration

Yulun Zhang, Kunpeng Li, Kai Li, Bineng Zhong, Yun Fu

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Emergent Coordination Through Competition

Siqi Liu, Guy Lever, Josh Merel, Saran Tunyasuvunakool, Nicolas Heess, Thore Graepel

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Differentiable Perturb-and-Parse: Semi-Supervised Parsing with a Structured Variational Autoencoder

Caio Corro, Ivan Titov

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Meta-Learning Probabilistic Inference for Prediction

Jonathan Gordon, John Bronskill, Matthias Bauer, Sebastian Nowozin, Richard Turner

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Data-Dependent Coresets for Compressing Neural Networks with Applications to Generalization Bounds

Cenk Baykal, Lucas Liebenwein, Igor Gilitschenski, Dan Feldman, Daniela Rus

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Beyond Greedy Ranking: Slate Optimization via List-CVAE

Ray Jiang, Sven Gowal, Yuqiu Qian, Timothy Mann, Danilo J. Rezende

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Generating Liquid Simulations with Deformation-aware Neural Networks

Lukas Prantl, Boris Bonev, Nils Thuerey

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Soft Q-Learning with Mutual-Information Regularization

Jordi Grau-Moya, Felix Leibfried, Peter Vrancx

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Hindsight policy gradients

Paulo Rauber, Avinash Ummadisingu, Filipe Mutz, Jürgen Schmidhuber

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Structured Neural Summarization

Patrick Fernandes, Miltiadis Allamanis, Marc Brockschmidt

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

ALISTA: Analytic Weights Are As Good As Learned Weights in LISTA

Jialin Liu, Xiaohan Chen, Zhangyang Wang, Wotao Yin

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Subgradient Descent Learns Orthogonal Dictionaries

Yu Bai, Qijia Jiang, Ju Sun

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

A new dog learns old tricks: RL finds classic optimization algorithms

Weiwei Kong, Christopher Liaw, Aranyak Mehta, D. Sivakumar

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Rigorous Agent Evaluation: An Adversarial Approach to Uncover Catastrophic Failures

Jonathan Uesato*, Ananya Kumar*, Csaba Szepesvari*, Tom Erez, Avraham Ruderman, Keith Anderson, Krishnamurthy (Dj) Dvijotham, Nicolas Heess, Pushmeet Kohli

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

AntisymmetricRNN: A Dynamical System View on Recurrent Neural Networks

Bo Chang, Minmin Chen, Eldad Haber, Ed H. Chi

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Recall Traces: Backtracking Models for Efficient Reinforcement Learning

Anirudh Goyal, Philemon Brakel, William Fedus, Soumye Singhal, Timothy Lillicrap, Sergey Levine, Hugo Larochelle, Yoshua Bengio

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Auxiliary Variational MCMC

Raza Habib, David Barber

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Training for Faster Adversarial Robustness Verification via Inducing ReLU Stability

Kai Y. Xiao, Vincent Tjeng, Nur Muhammad (Mahi) Shafiullah, Aleksander Madry

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks

Xiuyuan Cheng, Qiang Qiu, Robert Calderbank, Guillermo Sapiro

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Three Mechanisms of Weight Decay Regularization

Guodong Zhang, Chaoqi Wang, Bowen Xu, Roger Grosse

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Imposing Category Trees Onto Word-Embeddings Using A Geometric Construction

Tiansi Dong, Chrisitan Bauckhage, Hailong Jin, Juanzi Li, Olaf Cremers, Daniel Speicher, Armin B. Cremers, Joerg Zimmermann

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

PeerNets: Exploiting Peer Wisdom Against Adversarial Attacks

Jan Svoboda, Jonathan Masci, Federico Monti, Michael Bronstein, Leonidas Guibas

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Measuring Compositionality in Representation Learning

Jacob Andreas

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

ProxQuant: Quantized Neural Networks via Proximal Operators

Yu Bai, Yu-Xiang Wang, Edo Liberty

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Directed-Info GAIL: Learning Hierarchical Policies from Unsegmented Demonstrations using Directed Information

Mohit Sharma, Arjun Sharma, Nicholas Rhinehart, Kris M. Kitani

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Hierarchical RL Using an Ensemble of Proprioceptive Periodic Policies

Kenneth Marino, Abhinav Gupta, Rob Fergus, Arthur Szlam

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness

Robert Geirhos, Patricia Rubisch, Claudio Michaelis, Matthias Bethge, Felix A. Wichmann, Wieland Brendel

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Verification of Non-Linear Specifications for Neural Networks

Chongli Qin, Krishnamurthy (Dj) Dvijotham, Brendan O'Donoghue, Rudy Bunel, Robert Stanforth, Sven Gowal, Jonathan Uesato, Grzegorz Swirszcz, Pushmeet Kohli

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

LEARNING FACTORIZED REPRESENTATIONS FOR OPEN-SET DOMAIN ADAPTATION

Mahsa Baktashmotlagh, Masoud Faraki, Tom Drummond, Mathieu Salzmann

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Variance Networks: When Expectation Does Not Meet Your Expectations

Kirill Neklyudov, Dmitry Molchanov, Arsenii Ashukha, Dmitry Vetrov

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Function Space Particle Optimization for Bayesian Neural Networks

Ziyu Wang, Tongzheng Ren, Jun Zhu, Bo Zhang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

CBOW Is Not All You Need: Combining CBOW with the Compositional Matrix Space Model

Florian Mai, Lukas Galke, Ansgar Scherp

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Evaluating Robustness of Neural Networks with Mixed Integer Programming

Vincent Tjeng, Kai Y. Xiao, Russ Tedrake

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Post Selection Inference with Incomplete Maximum Mean Discrepancy Estimator

Makoto Yamada, Denny Wu, Yao-Hung Hubert Tsai, Hirofumi Ohta, Ruslan Salakhutdinov, Ichiro Takeuchi, Kenji Fukumizu

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Opportunistic Learning: Budgeted Cost-Sensitive Learning from Data Streams

Mohammad Kachuee, Orpaz Goldstein, Kimmo Kärkkäinen, Sajad Darabi, Majid Sarrafzadeh

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Riemannian Adaptive Optimization Methods

Gary Becigneul, Octavian-Eugen Ganea

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

StrokeNet: A Neural Painting Environment

Ningyuan Zheng, Yifan Jiang, Dingjiang Huang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Non-vacuous Generalization Bounds at the ImageNet Scale: a PAC-Bayesian Compression Approach

Wenda Zhou, Victor Veitch, Morgane Austern, Ryan P. Adams, Peter Orbanz

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space

Zhiqing Sun, Zhi-Hong Deng, Jian-Yun Nie, Jian Tang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

STCN: Stochastic Temporal Convolutional Networks

Emre Aksan, Otmar Hilliges

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

From Hard to Soft: Understanding Deep Network Nonlinearities via Vector Quantization and Statistical Inference

Randall Balestriero, Richard Baraniuk

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Competitive experience replay

Hao Liu, Alexander Trott, Richard Socher, Caiming Xiong

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Deterministic Variational Inference for Robust Bayesian Neural Networks

Anqi Wu, Sebastian Nowozin, Edward Meeds, Richard E. Turner, José Miguel Hernández-Lobato, Alexander L. Gaunt

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Marginal Policy Gradients: A Unified Family of Estimators for Bounded Action Spaces with Applications

Carson Eisenach, Haichuan Yang, Ji Liu, Han Liu

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Harmonic Unpaired Image-to-image Translation

Rui Zhang, Tomas Pfister, Jia Li

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Trellis Networks for Sequence Modeling

Shaojie Bai, J. Zico Kolter, Vladlen Koltun

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Adversarial Reprogramming of Neural Networks

Gamaleldin F. Elsayed, Ian Goodfellow, Jascha Sohl-Dickstein

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Variational Bayesian Phylogenetic Inference

Cheng Zhang, Frederick A. Matsen IV

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning to Understand Goal Specifications by Modelling Reward

Dzmitry Bahdanau, Felix Hill, Jan Leike, Edward Hughes, Arian Hosseini, Pushmeet Kohli, Edward Grefenstette

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Overcoming the Disentanglement vs Reconstruction Trade-off via Jacobian Supervision

José Lezama

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Relational Forward Models for Multi-Agent Learning

Andrea Tacchetti, H. Francis Song, Pedro A. M. Mediano, Vinicius Zambaldi, János Kramár, Neil C. Rabinowitz, Thore Graepel, Matthew Botvinick, Peter W. Battaglia

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

NADPEx: An on-policy temporally consistent exploration method for deep reinforcement learning

Sirui Xie, Junning Huang, Lanxin Lei, Chunxiao Liu, Zheng Ma, Wei Zhang, Liang Lin

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Woulda, Coulda, Shoulda: Counterfactually-Guided Policy Search

Lars Buesing, Theophane Weber, Yori Zwols, Nicolas Heess, Sebastien Racaniere, Arthur Guez, Jean-Baptiste Lespiau

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Big-Little Net: An Efficient Multi-Scale Feature Representation for Visual and Speech Recognition

Chun-Fu (Richard) Chen, Quanfu Fan, Neil Mallinar, Tom Sercu, Rogerio Feris

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Spectral Inference Networks: Unifying Deep and Spectral Learning

David Pfau, Stig Petersen, Ashish Agarwal, David G. T. Barrett, Kimberly L. Stachenfeld

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average

Ben Athiwaratkun, Marc Finzi, Pavel Izmailov, Andrew Gordon Wilson

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Wasserstein Barycenter Model Ensembling

Pierre Dognin*, Igor Melnyk*, Youssef Mroueh*, Jarret Ross*, Cicero Dos Santos*, Tom Sercu*

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning what you can do before doing anything

Oleh Rybkin, Karl Pertsch, Konstantinos G. Derpanis, Kostas Daniilidis, Andrew Jaegle

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning Localized Generative Models for 3D Point Clouds via Graph Convolution

Diego Valsesia, Giulia Fracastoro, Enrico Magli

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Policy Transfer with Strategy Optimization

Wenhao Yu, C. Karen Liu, Greg Turk

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Measuring and regularizing networks in function space

Ari Benjamin, David Rolnick, Konrad Kording

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning Two-layer Neural Networks with Symmetric Inputs

Rong Ge, Rohith Kuditipudi, Zhize Li, Xiang Wang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

CEM-RL: Combining evolutionary and gradient-based methods for policy search

Pourchot, Sigaud

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Multiple-Attribute Text Rewriting

Guillaume Lample, Sandeep Subramanian, Eric Smith, Ludovic Denoyer, Marc'Aurelio Ranzato, Y-Lan Boureau

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Improving Generalization and Stability of Generative Adversarial Networks

Hoang Thanh-Tung, Truyen Tran, Svetha Venkatesh

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Sliced Wasserstein Auto-Encoders

Soheil Kolouri, Phillip E. Pope, Charles E. Martin, Gustavo K. Rohde

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

The Laplacian in RL: Learning Representations with Efficient Approximations

Yifan Wu, George Tucker, Ofir Nachum

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Sparse Dictionary Learning by Dynamical Neural Networks

Tsung-Han Lin, Ping Tak Peter Tang

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone

Learning Programmatically Structured Representations with Perceptor Gradients

Svetlin Penkov, Subramanian Ramamoorthy

Sep 27, 2018 ICLR 2019 Conference Blind Submission Readers: everyone