[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 4
May 7, 2019

Paper Group AWR 4

Discrete Variational Autoencoders. Unified Depth Prediction and Intrinsic Image Decomposition from a Single Image via Joint Convolutional Neural Fields. Off-policy evaluation for slate recommendation. DisturbLabel: Regularizing CNN on the Loss Layer. Superpixel Segmentation Using Gaussian Mixture Model. Knowledge Elicitation via Sequential Probabil …

Paper Group AWR 40

Paper Group AWR 40

May 7, 2019

Problems With Evaluation of Word Embeddings Using Word Similarity Tasks. Very Deep Convolutional Networks for End-to-End Speech Recognition. Dictionary Learning for Massive Matrix Factorization. Sequence Graph Transform (SGT): A Feature Extraction Function for Sequence Data Mining (Extended Version). Improving Variational Inference with Inverse Aut …
Paper Group AWR 41

Paper Group AWR 41

May 7, 2019

An overview of gradient descent optimization algorithms. Imbalanced-learn: A Python Toolbox to Tackle the Curse of Imbalanced Datasets in Machine Learning. Convolutional Sketch Inversion. GuessWhat?! Visual object discovery through multi-modal dialogue. VIBIKNet: Visual Bidirectional Kernelized Network for Visual Question Answering. Dialogue Learni …
Paper Group AWR 42

Paper Group AWR 42

May 7, 2019

megaman: Manifold Learning with Millions of points. Food Image Recognition by Using Convolutional Neural Networks (CNNs). Neural Semantic Encoders. The Neural Hawkes Process: A Neurally Self-Modulating Multivariate Point Process. The minimal hitting set generation problem: algorithms and computation. A Deep Spatial Contextual Long-term Recurrent Co …
Paper Group AWR 43

Paper Group AWR 43

May 7, 2019

A Deep Multi-Level Network for Saliency Prediction. Laplacian Pyramid Reconstruction and Refinement for Semantic Segmentation. ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation. Event-based, 6-DOF Camera Tracking from Photometric Depth Maps. VConv-DAE: Dee …
Paper Group AWR 44

Paper Group AWR 44

May 7, 2019

Neural Architecture Search with Reinforcement Learning. Global Neural CCG Parsing with Optimality Guarantees. Learning to Match Using Local and Distributed Representations of Text for Web Search. Phased LSTM: Accelerating Recurrent Network Training for Long or Event-based Sequences. Data-driven HR - Résumé Analysis Based on Natural Language Process …
Paper Group AWR 45

Paper Group AWR 45

May 7, 2019

Recurrent Highway Networks. Compression Artifacts Removal Using Convolutional Neural Networks. Convolutional Oriented Boundaries. Fast Fourier Color Constancy. Pixel Recurrent Neural Networks. Sequence-Level Knowledge Distillation. Simultaneous Surface Reflectance and Fluorescence Spectra Estimation. On Regularization Parameter Estimation under Cov …
Paper Group AWR 46

Paper Group AWR 46

May 7, 2019

Voxelwise nonlinear regression toolbox for neuroimage analysis: Application to aging and neurodegenerative disease modeling. An End-to-End Architecture for Keyword Spotting and Voice Activity Detection. Learning Optimized Risk Scores. Programming with a Differentiable Forth Interpreter. Learning Where to Attend Like a Human Driver. Learning to Refi …
Paper Group AWR 47

Paper Group AWR 47

May 7, 2019

The Option-Critic Architecture. Non-negative Factorization of the Occurrence Tensor from Financial Contracts. Detecting Vanishing Points using Global Image Context in a Non-Manhattan World. Top-N Recommendation on Graphs. A Diagram Is Worth A Dozen Images. STFCN: Spatio-Temporal FCN for Semantic Video Segmentation. Deep Pyramidal Residual Networks. …
Paper Group AWR 48

Paper Group AWR 48

May 7, 2019

Scalable Learning of Non-Decomposable Objectives. ViZDoom: A Doom-based AI Research Platform for Visual Reinforcement Learning. Tree-to-Sequence Attentional Neural Machine Translation. Scribbler: Controlling Deep Image Synthesis with Sketch and Color. Temporal Attention-Gated Model for Robust Sequence Classification. Bottleneck Conditional Density …
Paper Group AWR 49

Paper Group AWR 49

May 7, 2019

Discriminating sample groups with multi-way data. A Generic Inverted Index Framework for Similarity Search on the GPU - Technical Report. Fast Supervised Discrete Hashing and its Analysis. NFL Play Prediction. Multi-task Prediction of Disease Onsets from Longitudinal Lab Tests. Wasserstein Discriminant Analysis. A Study of MatchPyramid Models on Ad …
Paper Group AWR 5

Paper Group AWR 5

May 7, 2019

Early Visual Concept Learning with Unsupervised Deep Learning. Image-to-Image Translation with Conditional Adversarial Networks. Towards Evaluating the Robustness of Neural Networks. Learning to reinforcement learn. Random Walk Models of Network Formation and Sequential Monte Carlo Methods for Graphs. SoundNet: Learning Sound Representations from U …
Paper Group AWR 50

Paper Group AWR 50

May 7, 2019

Expert Gate: Lifelong Learning with a Network of Experts. Adversarial examples in the physical world. InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets. Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image Captioning. COCO: A Platform for Comparing Continuous Optimizers in a Bla …
Paper Group AWR 51

Paper Group AWR 51

May 7, 2019

ROCS-Derived Features for Virtual Screening. Learning to Pivot with Adversarial Networks. Reinforcement Learning with Unsupervised Auxiliary Tasks. On the Potential of Simple Framewise Approaches to Piano Transcription. An Incremental Parser for Abstract Meaning Representation. Multi-way Monte Carlo Method for Linear Systems. TensorFlow: A system f …
Paper Group AWR 52

Paper Group AWR 52

May 7, 2019

Incorporating long-range consistency in CNN-based texture generation. GRAM: Graph-based Attention Model for Healthcare Representation Learning. LOFS: Library of Online Streaming Feature Selection. Learning Robust Features using Deep Learning for Automatic Seizure Detection. Ristretto: Hardware-Oriented Approximation of Convolutional Neural Networks …
Paper Group AWR 53

Paper Group AWR 53

May 7, 2019

Hierarchical Multiscale Recurrent Neural Networks. Generative Choreography using Deep Learning. High-Dimensional Metrics in R. Effective Quantization Methods for Recurrent Neural Networks. CrowdNet: A Deep Convolutional Network for Dense Crowd Counting. PVR: Patch-to-Volume Reconstruction for Large Area Motion Correction of Fetal MRI. Grad-CAM: Why …
Paper Group AWR 54

Paper Group AWR 54

May 7, 2019

A Multilinear Tongue Model Derived from Speech Related MRI Data of the Human Vocal Tract. Face Detection with the Faster R-CNN. Can we still avoid automatic face detection?. Clustering with Confidence: Finding Clusters with Statistical Guarantees. Real-Time Visual Place Recognition for Personal Localization on a Mobile Device. The Spectral Conditio …
Paper Group AWR 55

Paper Group AWR 55

May 7, 2019

Google’s Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation. Ordinal Common-sense Inference. Adversarial Deep Structural Networks for Mammographic Mass Segmentation. Unsupervised Learning from Continuous Video in a Scalable Predictive Recurrent Network. Fast Robust Monocular Depth Estimation for Obstacle Detection with F …
Paper Group AWR 56

Paper Group AWR 56

May 7, 2019

Estimating the Number of Clusters via Normalized Cluster Instability. Inference Networks for Sequential Monte Carlo in Graphical Models. Learning to Play Guess Who? and Inventing a Grounded Language as a Consequence. Image-to-Markup Generation with Coarse-to-Fine Attention. Deep Learning with Eigenvalue Decay Regularizer. Gated-Attention Readers fo …
Paper Group AWR 57

Paper Group AWR 57

May 7, 2019

MLPnP - A Real-Time Maximum Likelihood Solution to the Perspective-n-Point Problem. DehazeNet: An End-to-End System for Single Image Haze Removal. The Influence of Frequency, Recency and Semantic Context on the Reuse of Tags in Social Tagging Systems. Xception: Deep Learning with Depthwise Separable Convolutions. Deep3D: Fully Automatic 2D-to-3D Vi …
Paper Group AWR 58

Paper Group AWR 58

May 7, 2019

Fast $ε$-free Inference of Simulation Models with Bayesian Conditional Density Estimation. Commonly Uncommon: Semantic Sparsity in Situation Recognition. Does Multimodality Help Human and Machine for Translation and Image Captioning?. Exploring Structure for Long-Term Tracking of Multiple Objects in Sports Videos. Joint Detection and Identification …
Paper Group AWR 59

Paper Group AWR 59

May 7, 2019

Learning Residual Images for Face Attribute Manipulation. Parallelizing Word2Vec in Multi-Core and Many-Core Architectures. Style Imitation and Chord Invention in Polyphonic Music with Exponential Families. Chains of Reasoning over Entities, Relations, and Text using Recurrent Neural Networks. Compressed Learning: A Deep Neural Network Approach. En …
Paper Group AWR 6

Paper Group AWR 6

May 7, 2019

Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks. Hadamard Product for Low-rank Bilinear Pooling. Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction. Making Deep Neural Networks Robust to Label Noise: a Loss Correction Approach. Gated End-to-End Memory Networks. Trace Norm Reg …
Paper Group AWR 60

Paper Group AWR 60

May 7, 2019

Learning Deep Embeddings with Histogram Loss. Formal Definitions of Unbounded Evolution and Innovation Reveal Universal Mechanisms for Open-Ended Evolution in Dynamical Systems. Pose-Selective Max Pooling for Measuring Similarity. Learning to learn by gradient descent by gradient descent. Recurrent Memory Array Structures. Minimum Regret Search for …
Paper Group AWR 61

Paper Group AWR 61

May 7, 2019

Sentiment Analysis of Twitter Data for Predicting Stock Market Movements. Watch What You Just Said: Image Captioning with Text-Conditional Attention. Disentangling factors of variation in deep representations using adversarial training. Large-Scale Kernel Methods for Independence Testing. One-Shot Video Object Segmentation. Deep Label Distribution …
Paper Group AWR 62

Paper Group AWR 62

May 7, 2019

Single-Image Depth Perception in the Wild. CoType: Joint Extraction of Typed Entities and Relations with Knowledge Bases. A deep language model for software code. The Grail theorem prover: Type theory for syntax and semantics. Hybrid Recommender System based on Autoencoders. Deep Exploration via Bootstrapped DQN. Parallelizing Stochastic Gradient D …
Paper Group AWR 63

Paper Group AWR 63

May 7, 2019

An Analysis of Deep Neural Network Models for Practical Applications. Column Networks for Collective Classification. Visualizing Large-scale and High-dimensional Data. Sentence Similarity Learning by Lexical Decomposition and Composition. MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition. A Convolutional Encoder Model for Neural …
Paper Group AWR 64

Paper Group AWR 64

May 7, 2019

Is the deconvolution layer the same as a convolutional layer?. 3D Bounding Box Estimation Using Deep Learning and Geometry. The Language of Generalization. A Fast Ellipse Detector Using Projective Invariant Pruning. Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning. Deep Joint Rain Detection and Removal from a Single Im …