This repository contains short summaries of some machine learning papers.
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Added 2016/07/29:
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Added 2016/07/01:
- Convolutional Pose Machines
- HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender Recognition
- Face Attribute Prediction Using Off-the-Shelf CNN Features
- CMS-RCNN: Contextual Multi-Scale Region-based CNN for Unconstrained Face Detection
- Conditional Image Generation with PixelCNN Decoders
- InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets
- Improved Techniques for Training GANs
- Synthesizing the preferred inputs for neurons in neural networks via deep generator networks
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Added 2016/06/06:
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Added 2016/06/02:
- Resnet in Resnet: Generalizing Residual Architectures
- Rank Ordered Autoencoders
- Wide Residual Networks
- Identity Mappings in Deep Residual Networks
- Swapout: Learning an ensemble of deep architectures
- Multi-Scale Context Aggregation by Dilated Convolutions
- Texture Synthesis Through Convolutional Neural Networks and Spectrum Constraints
- Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks
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Added 2016/05/15:
- Semantic Style Transfer and Turning Two-Bit Doodles into Fine Artwork
- Combining Markov Random Fields and Convolutional Neural Networks for Image Synthesis
- Accurate Image Super-Resolution Using Very Deep Convolutional Networks
- Joint Training of a Convolutional Network and a Graphical Model for Human Pose Estimation
- Hierarchical Deep Reinforcement Learning: Integrating Temporal Abstraction and Intrinsic Motivation
- Let there be Color
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Added 2016/05/08:
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Added 2016/05/03:
- Playing Atari with Deep Reinforcement Learning
- Attend, Infer, Repeat: Fast Scene Understanding with Generative Models
- SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size
- Noisy Activation Functions
- DenseCap: Fully Convolutional Localization Networks for Dense Captioning
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Added 2016/04/01:
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Added 2016/03/31:
- Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks
- DRAW A Recurrent Neural Network for Image Generation
- Generating Images with Perceptual Similarity Metrics based on Deep Networks
- Generative Moment Matching Networks
- Pixel Recurrent Neural Networks
- Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
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Added 2016/03/??:
- A Neural Algorithm for Artistic Style
- Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
- Deep Residual Learning for Image Recognition
- Fast and Accurate Deep Networks Learning By Exponential Linear Units (ELUs)
- Fractional Max-Pooling
- Generative Adversarial Networks
- Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
- Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks