ICLR.cc Submissions | OpenReview

K for the Price of 1: Parameter-efficient Multi-task and Transfer Learning

Pramod Kaushik Mudrakarta, Mark Sandler, Andrey Zhmoginov, Andrew Howard

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

Neural Program Repair by Jointly Learning to Localize and Repair

Marko Vasic, Aditya Kanade, Petros Maniatis, David Bieber, Rishabh Singh

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

On the Minimal Supervision for Training Any Binary Classifier from Only Unlabeled Data

Nan Lu, Gang Niu, Aditya Krishna Menon, Masashi Sugiyama

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

Regularized Learning for Domain Adaptation under Label Shifts

Kamyar Azizzadenesheli, Anqi Liu, Fanny Yang, Animashree Anandkumar

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

Toward Understanding the Impact of Staleness in Distributed Machine Learning

Wei Dai, Yi Zhou, Nanqing Dong, Hao Zhang, Eric Xing

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

Generalizable Adversarial Training via Spectral Normalization

Farzan Farnia, Jesse Zhang, David Tse

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

Don't let your Discriminator be fooled

Brady Zhou, Philipp Krähenbühl

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

Diversity and Depth in Per-Example Routing Models

Prajit Ramachandran, Quoc V. Le

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

Latent Convolutional Models

ShahRukh Athar, Evgeny Burnaev, Victor Lempitsky

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

Learning Grid Cells as Vector Representation of Self-Position Coupled with Matrix Representation of Self-Motion

Ruiqi Gao, Jianwen Xie, Song-Chun Zhu, Ying Nian Wu

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

Meta-Learning Update Rules for Unsupervised Representation Learning

Luke Metz, Niru Maheswaranathan, Brian Cheung, Jascha Sohl-Dickstein

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

Discriminator Rejection Sampling

Samaneh Azadi, Catherine Olsson, Trevor Darrell, Ian Goodfellow, Augustus Odena

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

TimbreTron: A WaveNet(CycleGAN(CQT(Audio))) Pipeline for Musical Timbre Transfer

Sicong Huang, Qiyang Li, Cem Anil, Xuchan Bao, Sageev Oore, Roger B. Grosse

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

Smoothing the Geometry of Probabilistic Box Embeddings

Xiang Li, Luke Vilnis, Dongxu Zhang, Michael Boratko, Andrew McCallum

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

Bounce and Learn: Modeling Scene Dynamics with Real-World Bounces

Senthil Purushwalkam, Abhinav Gupta, Danny Kaufman, Bryan Russell

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

Critical Learning Periods in Deep Networks

Alessandro Achille, Matteo Rovere, Stefano Soatto

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

GANSynth: Adversarial Neural Audio Synthesis

Jesse Engel, Kumar Krishna Agrawal, Shuo Chen, Ishaan Gulrajani, Chris Donahue, Adam Roberts

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

A Closer Look at Few-shot Classification

Wei-Yu Chen, Yen-Cheng Liu, Zsolt Kira, Yu-Chiang Frank Wang, Jia-Bin Huang

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

Robustness May Be at Odds with Accuracy

Dimitris Tsipras, Shibani Santurkar, Logan Engstrom, Alexander Turner, Aleksander Madry

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

Visceral Machines: Risk-Aversion in Reinforcement Learning with Intrinsic Physiological Rewards

Daniel McDuff, Ashish Kapoor

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

Diffusion Scattering Transforms on Graphs

Fernando Gama, Alejandro Ribeiro, Joan Bruna

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

Learning Self-Imitating Diverse Policies

Tanmay Gangwani, Qiang Liu, Jian Peng

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

Adaptive Input Representations for Neural Language Modeling

Alexei Baevski, Michael Auli

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

Top-Down Neural Model For Formulae

Karel Chvalovský

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

Deep learning generalizes because the parameter-function map is biased towards simple functions

Guillermo Valle-Perez, Chico Q. Camargo, Ard A. Louis

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

GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding

Alex Wang, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel R. Bowman

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

Learning to Navigate the Web

Izzeddin Gur, Ulrich Rueckert, Aleksandra Faust, Dilek Hakkani-Tur

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

Learnable Embedding Space for Efficient Neural Architecture Compression

Shengcao Cao, Xiaofang Wang, Kris M. Kitani

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

Universal Stagewise Learning for Non-Convex Problems with Convergence on Averaged Solutions

Zaiyi Chen, Zhuoning Yuan, Jinfeng Yi, Bowen Zhou, Enhong Chen, Tianbao Yang

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

Discriminator-Actor-Critic: Addressing Sample Inefficiency and Reward Bias in Adversarial Imitation Learning

Ilya Kostrikov, Kumar Krishna Agrawal, Debidatta Dwibedi, Sergey Levine, Jonathan Tompson

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

Learning concise representations for regression by evolving networks of trees

William La Cava, Tilak Raj Singh, James Taggart, Srinivas Suri, Jason H. Moore

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

Interpolation-Prediction Networks for Irregularly Sampled Time Series

Satya Narayan Shukla, Benjamin Marlin

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

GAN Dissection: Visualizing and Understanding Generative Adversarial Networks

David Bau, Jun-Yan Zhu, Hendrik Strobelt, Bolei Zhou, Joshua B. Tenenbaum, William T. Freeman, Antonio Torralba

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

Deterministic PAC-Bayesian generalization bounds for deep networks via generalizing noise-resilience

Vaishnavh Nagarajan, Zico Kolter

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

Deep reinforcement learning with relational inductive biases

Vinicius Zambaldi, David Raposo, Adam Santoro, Victor Bapst, Yujia Li, Igor Babuschkin, Karl Tuyls, David Reichert, Timothy Lillicrap, Edward Lockhart, Murray Shanahan, Victoria Langston, Razvan Pascanu, Matthew Botvinick, Oriol Vinyals, Peter Battaglia

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

Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling

Josue Nassar, Scott Linderman, Monica Bugallo, Il Memming Park

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

Biologically-Plausible Learning Algorithms Can Scale to Large Datasets

Will Xiao, Honglin Chen, Qianli Liao, Tomaso Poggio

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

Generative predecessor models for sample-efficient imitation learning

Yannick Schroecker, Mel Vecerik, Jon Scholz

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

Kernel RNN Learning (KeRNL)

Christopher Roth, Ingmar Kanitscheider, Ila Fiete

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

Integer Networks for Data Compression with Latent-Variable Models

Johannes Ballé, Nick Johnston, David Minnen

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

Sample Efficient Imitation Learning for Continuous Control

Fumihiro Sasaki, Tetsuya Yohira, Atsuo Kawaguchi

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

Janossy Pooling: Learning Deep Permutation-Invariant Functions for Variable-Size Inputs

Ryan L. Murphy, Balasubramaniam Srinivasan, Vinayak Rao, Bruno Ribeiro

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

Modeling Uncertainty with Hedged Instance Embeddings

Seong Joon Oh, Kevin P. Murphy, Jiyan Pan, Joseph Roth, Florian Schroff, Andrew C. Gallagher

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

Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks

Reinhard Heckel, Paul Hand

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

Probabilistic Planning with Sequential Monte Carlo methods

Alexandre Piche, Valentin Thomas, Cyril Ibrahim, Yoshua Bengio, Chris Pal

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

Random mesh projectors for inverse problems

Konik Kothari*, Sidharth Gupta*, Maarten v. de Hoop, Ivan Dokmanic

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

A Direct Approach to Robust Deep Learning Using Adversarial Networks

Huaxia Wang, Chun-Nam Yu

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

Learning to Adapt in Dynamic, Real-World Environments through Meta-Reinforcement Learning

Anusha Nagabandi, Ignasi Clavera, Simin Liu, Ronald S. Fearing, Pieter Abbeel, Sergey Levine, Chelsea Finn

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

Robust Conditional Generative Adversarial Networks

Grigorios G. Chrysos, Jean Kossaifi, Stefanos Zafeiriou

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

signSGD with Majority Vote is Communication Efficient and Fault Tolerant

Jeremy Bernstein, Jiawei Zhao, Kamyar Azizzadenesheli, Anima Anandkumar

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

The Singular Values of Convolutional Layers

Hanie Sedghi, Vineet Gupta, Philip M. Long

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

Deep Online Learning Via Meta-Learning: Continual Adaptation for Model-Based RL

Anusha Nagabandi, Chelsea Finn, Sergey Levine

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

InfoBot: Transfer and Exploration via the Information Bottleneck

Anirudh Goyal, Riashat Islam, DJ Strouse, Zafarali Ahmed, Hugo Larochelle, Matthew Botvinick, Yoshua Bengio, Sergey Levine

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

Optimal Control Via Neural Networks: A Convex Approach

Yize Chen, Yuanyuan Shi, Baosen Zhang

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

Preventing Posterior Collapse with delta-VAEs

Ali Razavi, Aaron van den Oord, Ben Poole, Oriol Vinyals

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

Combinatorial Attacks on Binarized Neural Networks

Elias B Khalil, Amrita Gupta, Bistra Dilkina

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

How Powerful are Graph Neural Networks?

Keyulu Xu*, Weihua Hu*, Jure Leskovec, Stefanie Jegelka

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

On the Convergence of A Class of Adam-Type Algorithms for Non-Convex Optimization

Xiangyi Chen, Sijia Liu, Ruoyu Sun, Mingyi Hong

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

Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks

Amanpreet Singh, Tushar Jain, Sainbayar Sukhbaatar

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

signSGD via Zeroth-Order Oracle

Sijia Liu, Pin-Yu Chen, Xiangyi Chen, Mingyi Hong

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

Information asymmetry in KL-regularized RL

Alexandre Galashov, Siddhant M. Jayakumar, Leonard Hasenclever, Dhruva Tirumala, Jonathan Schwarz, Guillaume Desjardins, Wojciech M. Czarnecki, Yee Whye Teh, Razvan Pascanu, Nicolas Heess

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

Cost-Sensitive Robustness against Adversarial Examples

Xiao Zhang, David Evans

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

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

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

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

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

Adversarial Attacks on Graph Neural Networks via Meta Learning

Daniel Zügner, Stephan Günnemann

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

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