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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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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 from Shagun Sodhani
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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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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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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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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 from openreview
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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 from Liew Jun Hao
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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 from Shagun Sodhani
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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 from Martin Thoma
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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 from Martin Thoma
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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 from Denny Britz
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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 from Qure.ai
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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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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 from Alexander Jung
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Summary from openreview
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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 from Martin Thoma
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Convolutional Networks on Graphs for Learning Molecular Fingerprints
David Duvenaud and Dougal Maclaurin and Jorge Aguilera-Iparraguirre and Rafael Gómez-Bombarelli and Timothy Hirzel and Alán Aspuru-Guzik and Ryan P. Adams
arXiv e-Print archive - 2015 via Local arXiv
Keywords: cs.LG, cs.NE, stat.ML

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Summary from Joseph Paul Cohen
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