arXiv is an e-print service in the fields of physics, mathematics, computer science, quantitative biology, quantitative finance and statistics.

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Do Deep Generative Models Know What They Don't Know?
Eric Nalisnick and Akihiro Matsukawa and Yee Whye Teh and Dilan Gorur and Balaji Lakshminarayanan
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.LG

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Summary by ameroyer 1 day ago
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Learning Confidence for Out-of-Distribution Detection in Neural Networks
Terrance DeVries and Graham W. Taylor
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.LG

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Summary by elbaro 4 days ago
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Discovery of Latent 3D Keypoints via End-to-end Geometric Reasoning
Supasorn Suwajanakorn and Noah Snavely and Jonathan Tompson and Mohammad Norouzi
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV, cs.LG, stat.ML

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Summary by Krishna Murthy 1 week ago
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Learning Latent Dynamics for Planning from Pixels
Danijar Hafner and Timothy Lillicrap and Ian Fischer and Ruben Villegas and David Ha and Honglak Lee and James Davidson
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, stat.ML

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Summary by wassname 1 week ago
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Gradient Reversal Against Discrimination
Edward Raff and Jared Sylvester
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.AI, cs.LG

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Summary by ameroyer 1 week ago
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BSN: Boundary Sensitive Network for Temporal Action Proposal Generation
Tianwei Lin and Xu Zhao and Haisheng Su and Chongjing Wang and Ming Yang
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV

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Summary by shiyu 1 week ago
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Relational Forward Models for Multi-Agent Learning
Andrea Tacchetti and H. Francis Song and Pedro A. M. Mediano and Vinicius Zambaldi and Neil C. Rabinowitz and Thore Graepel and Matthew Botvinick and Peter W. Battaglia
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.MA, stat.ML

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Summary by CodyWild 1 week ago
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Woulda, Coulda, Shoulda: Counterfactually-Guided Policy Search
Lars Buesing and Theophane Weber and Yori Zwols and Sebastien Racaniere and Arthur Guez and Jean-Baptiste Lespiau and Nicolas Heess
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, stat.ML

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Summary by CodyWild 2 weeks ago
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Learning to Learn without Forgetting By Maximizing Transfer and Minimizing Interference
Matthew Riemer and Ignacio Cases and Robert Ajemian and Miao Liu and Irina Rish and Yuhai Tu and Gerald Tesauro
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, stat.ML

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Summary by wassname 2 weeks ago
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An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution
Rosanne Liu and Joel Lehman and Piero Molino and Felipe Petroski Such and Eric Frank and Alex Sergeev and Jason Yosinski
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV, cs.LG, stat.ML

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Summary by CodyWild 2 weeks ago
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On the Intriguing Connections of Regularization, Input Gradients and Transferability of Evasion and Poisoning Attacks
Ambra Demontis and Marco Melis and Maura Pintor and Matthew Jagielski and Battista Biggio and Alina Oprea and Cristina Nita-Rotaru and Fabio Roli
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.CR, stat.ML, 68T10, 68T45

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Summary by CodyWild 2 weeks ago
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Adversarial Reprogramming of Neural Networks
Gamaleldin F. Elsayed and Ian Goodfellow and Jascha Sohl-Dickstein
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.CR, cs.CV, stat.ML

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Summary by CodyWild 2 weeks ago
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Learning Plannable Representations with Causal InfoGAN
Thanard Kurutach and Aviv Tamar and Ge Yang and Stuart Russell and Pieter Abbeel
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.CV, cs.NE, cs.RO, stat.ML

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Summary by CodyWild 3 weeks ago
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Intrinsic Social Motivation via Causal Influence in Multi-Agent RL
Natasha Jaques and Angeliki Lazaridou and Edward Hughes and Caglar Gulcehre and Pedro A. Ortega and DJ Strouse and Joel Z. Leibo and Nando de Freitas
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.MA, stat.ML

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Summary by CodyWild 3 weeks ago
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Natural Environment Benchmarks for Reinforcement Learning
Amy Zhang and Yuxin Wu and Joelle Pineau
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, stat.ML

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Summary by wassname 3 weeks ago
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Reward learning from human preferences and demonstrations in Atari
Borja Ibarz and Jan Leike and Tobias Pohlen and Geoffrey Irving and Shane Legg and Dario Amodei
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.NE, stat.ML

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Summary by wassname 3 weeks ago
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Model-Based Active Exploration
Pranav Shyam and Wojciech Jaśkowski and Faustino Gomez
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.IT, cs.NE, math.IT, stat.ML

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Summary by CodyWild 3 weeks ago
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Episodic Curiosity through Reachability
Nikolay Savinov and Anton Raichuk and Raphaël Marinier and Damien Vincent and Marc Pollefeys and Timothy Lillicrap and Sylvain Gelly
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.CV, cs.RO, stat.ML

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Summary by CodyWild 4 weeks ago
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Large-Scale Study of Curiosity-Driven Learning
Yuri Burda and Harri Edwards and Deepak Pathak and Amos Storkey and Trevor Darrell and Alexei A. Efros
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.CV, cs.RO, stat.ML

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Summary by CodyWild 4 weeks ago
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Multi-task Deep Reinforcement Learning with PopArt
Matteo Hessel and Hubert Soyer and Lasse Espeholt and Wojciech Czarnecki and Simon Schmitt and Hado van Hasselt
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, stat.ML

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Summary by CodyWild 1 month ago
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IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Lasse Espeholt and Hubert Soyer and Remi Munos and Karen Simonyan and Volodymir Mnih and Tom Ward and Yotam Doron and Vlad Firoiu and Tim Harley and Iain Dunning and Shane Legg and Koray Kavukcuoglu
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI

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Summary by CodyWild 1 month ago
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Language GANs Falling Short
Massimo Caccia and Lucas Caccia and William Fedus and Hugo Larochelle and Joelle Pineau and Laurent Charlin
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CL, cs.LG

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Summary by CodyWild 1 month ago
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On the Evaluation of Common-Sense Reasoning in Natural Language Understanding
Paul Trichelair and Ali Emami and Jackie Chi Kit Cheung and Adam Trischler and Kaheer Suleman and Fernando Diaz
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.CL, stat.ML

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Summary by CodyWild 1 month ago
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Trellis Networks for Sequence Modeling
Shaojie Bai and J. Zico Kolter and Vladlen Koltun
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.CL, stat.ML

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Summary by CodyWild 1 month ago
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Embedding Grammars
David Wingate and William Myers and Nancy Fulda and Tyler Etchart
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CL

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Summary by CodyWild 1 month ago
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You May Not Need Attention
Ofir Press and Noah A. Smith
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CL

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Summary by Ofir Press 1 month ago
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Jacob Devlin and Ming-Wei Chang and Kenton Lee and Kristina Toutanova
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CL

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Summary by CodyWild 1 month ago
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Optimizing Agent Behavior over Long Time Scales by Transporting Value
Chia-Chun Hung and Timothy Lillicrap and Josh Abramson and Yan Wu and Mehdi Mirza and Federico Carnevale and Arun Ahuja and Greg Wayne
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.AI, cs.LG

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Summary by wassname 1 month ago
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Unsupervised Learning via Meta-Learning
Kyle Hsu and Sergey Levine and Chelsea Finn
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, cs.CV, stat.ML

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Summary by CodyWild 2 months ago
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Producing radiologist-quality reports for interpretable artificial intelligence
William Gale and Luke Oakden-Rayner and Gustavo Carneiro and Andrew P Bradley and Lyle J Palmer
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.AI

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Summary by Tess Berthier 2 months ago
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Everybody Dance Now
Caroline Chan and Shiry Ginosar and Tinghui Zhou and Alexei A. Efros
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.GR, cs.CV

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Summary by Oleksandr Bailo 3 months ago
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Compositional Obverter Communication Learning From Raw Visual Input
Edward Choi and Angeliki Lazaridou and Nando de Freitas
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.AI, cs.CL, cs.LG, cs.NE

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Summary by Ben Bogin 3 months ago
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Towards Robust Evaluations of Continual Learning
Sebastian Farquhar and Yarin Gal
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.LG

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Summary by Natalia Diaz Rodriguez, PhD 4 months ago
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Banach Wasserstein GAN
Jonas Adler and Sebastian Lunz
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV, cs.LG, math.FA

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Summary by Artëm Sobolev 4 months ago
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A Comparison of Word Embeddings for the Biomedical Natural Language Processing
Yanshan Wang and Sijia Liu and Naveed Afzal and Majid Rastegar-Mojarad and Liwei Wang and Feichen Shen and Paul Kingsbury and Hongfang Liu
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.IR

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Summary by Joseph Paul Cohen 4 months ago
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Efficient Interactive Annotation of Segmentation Datasets with Polygon-RNN++
David Acuna and Huan Ling and Amlan Kar and Sanja Fidler
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV

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Summary by Oleksandr Bailo 4 months ago
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The challenge of realistic music generation: modelling raw audio at scale
Sander Dieleman and Aäron van den Oord and Karen Simonyan
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.SD, cs.LG, eess.AS, stat.ML

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Summary by CodyWild 4 months ago
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Quasi-Monte Carlo Variational Inference
Alexander Buchholz and Florian Wenzel and Stephan Mandt
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.LG

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Summary by Artëm Sobolev 4 months ago
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Insights on representational similarity in neural networks with canonical correlation
Ari S. Morcos and Maithra Raghu and Samy Bengio
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.AI, cs.CV, cs.LG, cs.NE

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Summary by CodyWild 4 months ago
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BRUNO: A Deep Recurrent Model for Exchangeable Data
Iryna Korshunova and Jonas Degrave and Ferenc Huszár and Yarin Gal and Arthur Gretton and Joni Dambre
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML

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Summary by Artëm Sobolev 5 months ago
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Actor and Action Video Segmentation from a Sentence
Kirill Gavrilyuk and Amir Ghodrati and Zhenyang Li and Cees G. M. Snoek
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV

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Summary by Oleksandr Bailo 5 months ago
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Taskonomy: Disentangling Task Transfer Learning
Amir Zamir and Alexander Sax and William Shen and Leonidas Guibas and Jitendra Malik and Silvio Savarese
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV, cs.AI, cs.LG, cs.NE, cs.RO

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Summary by Oleksandr Bailo 5 months ago
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Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey
Naveed Akhtar and Ajmal Mian
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV

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Summary by David Stutz 5 months ago
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Adversarial Spheres
Justin Gilmer and Luke Metz and Fartash Faghri and Samuel S. Schoenholz and Maithra Raghu and Martin Wattenberg and Ian Goodfellow
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV, 68T45, I.2.6

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Summary by David Stutz 5 months ago
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Certified Defenses against Adversarial Examples
Aditi Raghunathan and Jacob Steinhardt and Percy Liang
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG

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Summary by David Stutz 5 months ago
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Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality
Xingjun Ma and Bo Li and Yisen Wang and Sarah M. Erfani and Sudanthi Wijewickrema and Grant Schoenebeck and Dawn Song and Michael E. Houle and James Bailey
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.CR, cs.CV

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Summary by David Stutz 5 months ago
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Adversarial Vulnerability of Neural Networks Increases With Input Dimension
Carl-Johann Simon-Gabriel and Yann Ollivier and Léon Bottou and Bernhard Schölkopf and David Lopez-Paz
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.CV, cs.LG, 68T45, I.2.6

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Summary by David Stutz 5 months ago
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Deep contextualized word representations
Matthew E. Peters and Mark Neumann and Mohit Iyyer and Matt Gardner and Christopher Clark and Kenton Lee and Luke Zettlemoyer
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CL

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Summary by mnoukhov 5 months ago
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Born Again Neural Networks
Tommaso Furlanello and Zachary C. Lipton and Michael Tschannen and Laurent Itti and Anima Anandkumar
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.AI, cs.LG

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Summary by CodyWild 5 months ago
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Image Transformer
Niki Parmar and Ashish Vaswani and Jakob Uszkoreit and Łukasz Kaiser and Noam Shazeer and Alexander Ku and Dustin Tran
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV

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Summary by CodyWild 5 months ago
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How Does Batch Normalization Help Optimization? (No, It Is Not About Internal Covariate Shift)
Shibani Santurkar and Dimitris Tsipras and Andrew Ilyas and Aleksander Madry
arXiv e-Print archive - 2018 via Local arXiv
Keywords: stat.ML, cs.LG, cs.NE

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Summary by CodyWild 5 months ago
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Group Normalization
Yuxin Wu and Kaiming He
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV, cs.LG

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Summary by CodyWild 5 months ago
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The unreasonable effectiveness of the forget gate
Jos van der Westhuizen and Joan Lasenby
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.NE, cs.LG, stat.ML

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Summary by CodyWild 5 months ago
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Evolved Policy Gradients
Rein Houthooft and Richard Y. Chen and Phillip Isola and Bradly C. Stadie and Filip Wolski and Jonathan Ho and Pieter Abbeel
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI

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Summary by CodyWild 5 months ago
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Differentiable plasticity: training plastic neural networks with backpropagation
Thomas Miconi and Jeff Clune and Kenneth O. Stanley
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.NE, cs.LG, stat.ML

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Summary by CodyWild 5 months ago
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Implicit Autoencoders
Alireza Makhzani
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, stat.ML

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Summary by CodyWild 5 months ago
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Associative Compression Networks for Representation Learning
Alex Graves and Jacob Menick and Aaron van den Oord
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.NE, cs.LG, stat.ML

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Summary by CodyWild 5 months ago
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A Hierarchical Latent Vector Model for Learning Long-Term Structure in Music
Adam Roberts and Jesse Engel and Colin Raffel and Curtis Hawthorne and Douglas Eck
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.SD, eess.AS, stat.ML

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Summary by CodyWild 5 months ago
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Women also Snowboard: Overcoming Bias in Captioning Models
Kaylee Burns and Lisa Anne Hendricks and Kate Saenko and Trevor Darrell and Anna Rohrbach
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV

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Summary by Abir Das 5 months ago
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RUDDER: Return Decomposition for Delayed Rewards
Jose A. Arjona-Medina and Michael Gillhofer and Michael Widrich and Thomas Unterthiner and Sepp Hochreiter
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, math.OC, stat.ML

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Summary by wassname 5 months ago
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CocoNet: A deep neural network for mapping pixel coordinates to color values
Paul Andrei Bricman and Radu Tudor Ionescu
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.CV

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Summary by Anonymous 5 months ago
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Deep Learning: A Critical Appraisal
Gary Marcus
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.AI, cs.LG, stat.ML, 97R40, I.2.0; I.2.6

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Summary by Pavan Ravishankar 5 months ago
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Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution
Judea Pearl
arXiv e-Print archive - 2018 via Local arXiv
Keywords: cs.LG, cs.AI, stat.ML

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