ICLR

Image Quality Transfer Enhances Contrast and Resolution of Low-Field Brain MRI in African Paediatric Epilepsy Patients

Matteo Figini, Hongxiang Lin, Godwin Ogbole, Felice D Arco, Stefano B. Blumberg, David W. Carmichael, Ryutaro Tanno, Enrico Kaden, Biobele J. Brown, Ikeoluwa Lagunju, Helen J. Cross, Delmiro Fernandez-Reyes, Daniel C. Alexander

Comments 6 pages, 3 figures, accepted at ICLR 2020 workshop on Artificial Intelligence for Affordable Healthcare

Heterogeneity Loss to Handle Intersubject and Intrasubject Variability in Cancer

Shubham Goswami, Suril Mehta, Dhruva Sahrawat, Anubha Gupta, Ritu Gupta

Comments Accepted in ICLR 2020 workshop AI4AH(https://sites.google.com/view/ai4ah-iclr2020)

SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition

Zhixuan Lin, Yi-Fu Wu, Skand Vishwanath Peri, Weihao Sun, Gautam Singh, Fei Deng, Jindong Jiang, Sungjin Ahn

Comments Accepted in ICLR 2020

What Information Does a ResNet Compress?

Luke Nicholas Darlow, Amos Storkey

Comments 10 pages + appendices; submitted to ICLR 2019

Training individually fair ML models with Sensitive Subspace Robustness

Mikhail Yurochkin, Amanda Bower, Yuekai Sun

Comments ICLR 2020 (spotlight)

Towards a predictive spatio-temporal representation of brain data

Tiago Azevedo, Luca Passamonti, Pietro Liò, Nicola Toschi

Comments To appear in the Workshop on AI for Affordable Healthcare (AI4AH) at ICLR 2020. 8 pages, 2 figures

Meta-learning curiosity algorithms

Ferran Alet, Martin F. Schneider, Tomas Lozano-Perez, Leslie Pack Kaelbling

Comments Published in ICLR 2020

Advancing Renewable Electricity Consumption With Reinforcement Learning

Filip Tolovski

Comments To be presented at the Workshop on Tackling Climate Change with Machine Learning at ICLR 2020

Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation

Hung-Yu Tseng, Hsin-Ying Lee, Jia-Bin Huang, Ming-Hsuan Yang

Comments ICLR 2020 (Spotlight). Project page: http://vllab.ucmerced.edu/ym41608/projects/CrossDomainFewShot Code: https://github.com/hytseng0509/CrossDomainFewShot

CLEVRER: CoLlision Events for Video REpresentation and Reasoning

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

Comments The first two authors contributed equally to this work. Accepted as Oral Spotlight as ICLR 2020. Project page: http://clevrer.csail.mit.edu/

Deep Active Inference for Autonomous Robot Navigation

Ozan Çatal, Samuel Wauthier, Tim Verbelen, Cedric De Boom, Bart Dhoedt

Comments workshop paper at BAICS at ICLR 2020

Robust Visual Domain Randomization for Reinforcement Learning

Reda Bahi Slaoui, William R. Clements, Jakob N. Foerster, Sébastien Toth

Comments Accepted at the BeTR-RL Workshop at ICLR 2020

Comparing Rewinding and Fine-tuning in Neural Network Pruning

Alex Renda, Jonathan Frankle, Michael Carbin

Journal ref ICLR 2020

SCALOR: Generative World Models with Scalable Object Representations

Jindong Jiang, Sepehr Janghorbani, Gerard de Melo, Sungjin Ahn

Comments First two authors contributed equally. Published at ICLR 2020

MMA Training: Direct Input Space Margin Maximization through Adversarial Training

Gavin Weiguang Ding, Yash Sharma, Kry Yik Chau Lui, Ruitong Huang

Comments Published at the Eighth International Conference on Learning Representations (ICLR 2020), https://openreview.net/forum?id=HkeryxBtPB

MGHRL: Meta Goal-generation for Hierarchical Reinforcement Learning

Haotian Fu, Hongyao Tang, Jianye Hao, Wulong Liu, Chen Chen

Comments Accepted to the ICLR 2020 workshop: Beyond tabula rasa in RL (BeTR-RL)

Convergence of Gradient Methods on Bilinear Zero-Sum Games

Guojun Zhang, Yaoliang Yu

Journal ref ICLR 2020

Plug and Play Language Models: A Simple Approach to Controlled Text Generation

Sumanth Dathathri, Andrea Madotto, Janice Lan, Jane Hung, Eric Frank, Piero Molino, Jason Yosinski, Rosanne Liu

Comments ICLR 2020 camera ready

Novelty Detection Via Blurring

Sungik Choi, Sae-Young Chung

Comments ICLR 2020

word2ket: Space-efficient Word Embeddings inspired by Quantum Entanglement

Aliakbar Panahi, Seyran Saeedi, Tom Arodz

Journal ref International Conference on Learning Representations 2020

Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks

Tribhuvanesh Orekondy, Bernt Schiele, Mario Fritz

Comments ICLR 2020, Project page: https://resources.mpi-inf.mpg.de/d2/orekondy/predpoison/

On the Global Convergence of Training Deep Linear ResNets

Difan Zou, Philip M. Long, Quanquan Gu

Comments 26 pages, 1 figure. In ICLR 2020

Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells

Gengchen Mai, Krzysztof Janowicz, Bo Yan, Rui Zhu, Ling Cai, Ni Lao

Comments 15 pages; Accepted to ICLR 2020 as a spotlight paper

Journal ref ICLR 2020, Apr. 26 - 30, 2020, Addis Ababa, ETHIOPIA

Causal Learning by a Robot with Semantic-Episodic Memory in an Aesop's Fable Experiment

Ajaz A. Bhat, Vishwanathan Mohan

Comments To appear in ICLR 2020 4 pages For associated videos, see https://www.youtube.com/playlist?list=PLIfoHEM1gr24EniCzBuUxZ2tqNpQA8QQm

Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings

Hongyu Ren, Weihua Hu, Jure Leskovec

Comments ICLR 2020

On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning

Jian Li, Xuanyuan Luo, Mingda Qiao

Comments Published in ICLR 2020

Context Mover's Distance & Barycenters: Optimal Transport of Contexts for Building Representations

Sidak Pal Singh, Andreas Hug, Aymeric Dieuleveut, Martin Jaggi

Comments AISTATS 2020. Also, accepted previously at ICLR 2019 DeepGenStruct Workshop

On the space-time expressivity of ResNets

Johannes Müller

Comments Extended abstract of master's thesis; presented at the ICLR 2020 Workshop on Integration of Deep Neural Models and Differential Equations; full version of the thesis available under https://freidok.uni-freiburg.de/data/151788

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

Comments Published at ICLR 2020

Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning?

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

Comments To appear in ICLR 2020