Veranstaltungen im Sommersemester 2017 / Master-Seminar: Advances in Deep Learning
Deep Neural Networks for YouTube Recommendations, Paul Covington et al., RecSys 2016
Deep Neural Networks for Learning Graph Representations, Shaosheng Cao et al., AAAI 2016
Scalable Multimedia Retrieval by Deep Learning Hashing with Relative Similarity Learning, Lianli Gao et al., MM 2015
Traffic Flow Prediction With Big Data: A Deep Learning Approach, Yisheng Lv et al., IEEE Transactions on Intelligent Transportation Systems 2016
Pixel Recurrent Neural Networks, Aaron Van den Oord et al., NIPS 2016
A Machine Learning Approach to Visual Perception of Forest Trails for Mobile Robots, A. Giusti et al., IEEE Robotics and Automation Letters 2015
You Only Look Once: Unified, Real-Time Object Detection, Joseph Redmon et al., CVPR 2016
Highlight Detection With Pairwise Deep Ranking for First-Person Video Summarization, Ting Yao et al., CVPR 2016
Deep Speech: Scaling up end-to-end speech recognition, ArXiv 2016
Deep Speech 2 : End-to-End Speech Recognition in English and Mandarin, Dario Amodei et al., ICML 2016
Opponent Modeling in Deep Reinforcement Learning, He He et al., ICML 2016
Generative Models Auxiliary Deep Generative Models, Lars Maaloe et al., ICML 2016
One-Shot Generalization in Deep Generative Models, Danilo Rezende et al., ICML 2016
Ask Me Anything: Dynamic Memory Networks for Natural Language Processing, Ankit Kumar et al., ICML 2016
Literatur
Lecture Slides:
| 01. How to Read a Paper | [PDF] | 24.04.2017 | |
| 02. How to Prepare a Presentation and Write a Report | [PDF] | 24.04.2017 |
Literatur:
Recommender Systems
DeepIntent: Learning Attentions for Online Advertising with Recurrent Neural Networks, Shuangfei Zhai et al., KDD 2016Deep Neural Networks for YouTube Recommendations, Paul Covington et al., RecSys 2016
Graph Mining
Structural Deep Network Embedding, Daixin Wang et al., KDD 2016Deep Neural Networks for Learning Graph Representations, Shaosheng Cao et al., AAAI 2016
Multi-media Retrieval
Deep Visual-Semantic Hashing for Cross-Modal Retrieval, Yue Cao et al., KDD 2016Scalable Multimedia Retrieval by Deep Learning Hashing with Relative Similarity Learning, Lianli Gao et al., MM 2015
Transportation
Traffic Speed Prediction and Congestion Source Exploration: A Deep Learning Method, Jingyuan Wang et al., ICDM 2016Traffic Flow Prediction With Big Data: A Deep Learning Approach, Yisheng Lv et al., IEEE Transactions on Intelligent Transportation Systems 2016
Image Recognition
Doubly Convolutional Neural Networks, Shuangfei Zhai et al., NIPS 2016Pixel Recurrent Neural Networks, Aaron Van den Oord et al., NIPS 2016
Robotics
Continual curiosity-driven skill acquisition from high-dimensional video inputs for humanoid robots, V. R. Kompella et al., Artificial Intelligence 2015A Machine Learning Approach to Visual Perception of Forest Trails for Mobile Robots, A. Giusti et al., IEEE Robotics and Automation Letters 2015
Object Recognition and Detection
Training Region-Based Object Detectors With Online Hard Example Mining, Abhinav Shrivastava et al., CVPR2016You Only Look Once: Unified, Real-Time Object Detection, Joseph Redmon et al., CVPR 2016
Video Analysis
Social LSTM: Human Trajectory Prediction in Crowded Spaces, Alexandre Alahi et al., CVPR 2016Highlight Detection With Pairwise Deep Ranking for First-Person Video Summarization, Ting Yao et al., CVPR 2016
Speech Recognition
Towards End-to-End Speech Recognition with Recurrent Neural Networks, Alex Graves et al., ICML 2014Deep Speech: Scaling up end-to-end speech recognition, ArXiv 2016
Deep Speech 2 : End-to-End Speech Recognition in English and Mandarin, Dario Amodei et al., ICML 2016
Reinforcement Learning
Benchmarking Deep Reinforcement Learning for Continuous Control, Yan Duan et al., ICML 2016Opponent Modeling in Deep Reinforcement Learning, He He et al., ICML 2016
Generative Models Auxiliary Deep Generative Models, Lars Maaloe et al., ICML 2016
One-Shot Generalization in Deep Generative Models, Danilo Rezende et al., ICML 2016
Natural Language Processing
Dynamic Memory Networks for Visual and Textual Question Answering, Caiming Xiong et al., ICML 2016Ask Me Anything: Dynamic Memory Networks for Natural Language Processing, Ankit Kumar et al., ICML 2016