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

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Variational Inference with Normalizing Flows
Danilo Jimenez Rezende and Shakir Mohamed
arXiv e-Print archive - 2015 via Local arXiv
Keywords: stat.ML, cs.AI, cs.LG, stat.CO, stat.ME

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Summary by CodyWild 1 month ago
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Understanding Adversarial Training: Increasing Local Stability of Neural Nets through Robust Optimization
Uri Shaham and Yutaro Yamada and Sahand Negahban
arXiv e-Print archive - 2015 via Local arXiv
Keywords: stat.ML, cs.LG, cs.NE

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Summary by David Stutz 2 months ago
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Learning with a Strong Adversary
Ruitong Huang and Bing Xu and Dale Schuurmans and Csaba Szepesvari
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG

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Summary by David Stutz 2 months ago
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Distributional Smoothing with Virtual Adversarial Training
Takeru Miyato and Shin-ichi Maeda and Masanori Koyama and Ken Nakae and Shin Ishii
arXiv e-Print archive - 2015 via Local arXiv
Keywords: stat.ML, cs.LG

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Summary by David Stutz 2 months ago
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The Limitations of Deep Learning in Adversarial Settings
Nicolas Papernot and Patrick McDaniel and Somesh Jha and Matt Fredrikson and Z. Berkay Celik and Ananthram Swami
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.CR, cs.LG, cs.NE, stat.ML

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Summary by David Stutz 2 months ago
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Distillation as a Defense to Adversarial Perturbations against Deep Neural Networks
Nicolas Papernot and Patrick McDaniel and Xi Wu and Somesh Jha and Ananthram Swami
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.CR, cs.LG, cs.NE, stat.ML

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Summary by David Stutz 2 months ago
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Autoencoding beyond pixels using a learned similarity metric
Anders Boesen Lindbo Larsen and Søren Kaae Sønderby and Hugo Larochelle and Ole Winther
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG, cs.CV, stat.ML

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Summary by CodyWild 2 months ago
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Deep Linear Discriminant Analysis
Matthias Dorfer and Rainer Kelz and Gerhard Widmer
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG

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Summary by Anonymous 3 months ago
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Prioritized Experience Replay
Tom Schaul and John Quan and Ioannis Antonoglou and David Silver
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG

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Summary by Tianxiao Zhao 4 months ago
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Early Inference in Energy-Based Models Approximates Back-Propagation
Yoshua Bengio and Asja Fischer
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG

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Summary by Peter O'Connor 6 months ago
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Summary by biedenka 7 months ago
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Learning Continuous Control Policies by Stochastic Value Gradients
Nicolas Heess and Greg Wayne and David Silver and Timothy Lillicrap and Yuval Tassa and Tom Erez
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG, cs.NE

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Summary by tom89 7 months ago
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Summary by Marek Rei 7 months ago
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Summary by Tiago Vinhoza 10 months ago
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Summary by Tiago Vinhoza 10 months ago
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Summary by nandinics 10 months ago
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Summary by Anonymous 10 months ago
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Summary by Alexander Jung 10 months ago
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Summary by Alexander Jung 11 months ago
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Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs)
Djork-Arné Clevert and Thomas Unterthiner and Sepp Hochreiter
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG

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Summary by Alexander Jung 11 months ago
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A Neural Algorithm of Artistic Style
Leon A. Gatys and Alexander S. Ecker and Matthias Bethge
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.CV, cs.NE, q-bio.NC

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Summary by Alexander Jung 11 months ago
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Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
Alec Radford and Luke Metz and Soumith Chintala
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG, cs.CV

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Summary by Alexander Jung 11 months ago
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Summary by Cubs Reading Group 11 months ago
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Summary by Abhishek Das 1 year ago
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Delving Deeper into Convolutional Networks for Learning Video Representations
Nicolas Ballas and Li Yao and Chris Pal and Aaron Courville
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.CV, cs.LG, cs.NE

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Summary by Abhishek Das 1 year ago
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Dynamic Capacity Networks
Amjad Almahairi and Nicolas Ballas and Tim Cooijmans and Yin Zheng and Hugo Larochelle and Aaron Courville
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG, cs.NE

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Summary by Abhishek Das 1 year ago
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DenseCap: Fully Convolutional Localization Networks for Dense Captioning
Justin Johnson and Andrej Karpathy and Li Fei-Fei
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.CV, cs.LG

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Summary by Abhishek Das 1 year ago
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Summary by Kirill Pevzner 1 year ago
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Summary by Qure.ai 1 year ago
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Summary by Qure.ai 1 year ago
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Visualizing Deep Convolutional Neural Networks Using Natural Pre-Images
Aravindh Mahendran and Andrea Vedaldi
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.CV, 68T45

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Summary by Martin Thoma 1 year ago
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Summary by Shagun Sodhani 1 year ago
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Generating Sentences from a Continuous Space
Samuel R. Bowman and Luke Vilnis and Oriol Vinyals and Andrew M. Dai and Rafal Jozefowicz and Samy Bengio
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG, cs.CL

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Summary by Denny Britz 1 year ago
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Deep Reinforcement Learning with a Natural Language Action Space
Ji He and Jianshu Chen and Xiaodong He and Jianfeng Gao and Lihong Li and Li Deng and Mari Ostendorf
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.AI, cs.CL, cs.LG

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Summary by Denny Britz 1 year ago
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Summary by Vivek Gandhi 1 year ago
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Learning both Weights and Connections for Efficient Neural Networks
Song Han and Jeff Pool and John Tran and William J. Dally
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.NE, cs.CV, cs.LG

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Summary by Martin Thoma 1 year ago
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Summary by Shagun Sodhani 1 year ago
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Towards Dropout Training for Convolutional Neural Networks
Haibing Wu and Xiaodong Gu
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG, cs.CV, cs.NE

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Summary by Martin Thoma 1 year ago
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Summary by Shagun Sodhani 1 year ago
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FaceNet: A Unified Embedding for Face Recognition and Clustering
Florian Schroff and Dmitry Kalenichenko and James Philbin
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.CV

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Summary by Martin Thoma 1 year ago
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Evaluating Prerequisite Qualities for Learning End-to-End Dialog Systems
Jesse Dodge and Andreea Gane and Xiang Zhang and Antoine Bordes and Sumit Chopra and Alexander Miller and Arthur Szlam and Jason Weston
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.CL, cs.LG

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Summary by Shagun Sodhani 1 year ago
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Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks
Jason Weston and Antoine Bordes and Sumit Chopra and Alexander M. Rush and Bart van Merriënboer and Armand Joulin and Tomas Mikolov
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.AI, cs.CL, stat.ML

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Summary by Shagun Sodhani 1 year ago
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Generative Image Modeling Using Spatial LSTMs
Lucas Theis and Matthias Bethge
arXiv e-Print archive - 2015 via Local arXiv
Keywords: stat.ML, cs.CV, cs.LG

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Summary by Liew Jun Hao 1 year ago
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Summary by Qure.ai 1 year ago
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Summary by Abhishek Das 2 years ago
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Summary by NIPS Conference Reviews 2 years ago
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Summary by NIPS Conference Reviews 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Denny Britz 2 years ago
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Summary by Open Review 2 years ago
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