machine learning

Paper Group AWR 121

Paper Group AWR 121

July 29, 2019

Emergence of Locomotion Behaviours in Rich Environments. Tensor Networks for Dimensionality Reduction and Large-Scale Optimizations. Part 2 Applications and Future Perspectives. PAC-Bayesian Margin Bounds for Convolutional Neural Networks. Towards Neural Phrase-based Machine Translation. Regret Minimization for Partially Observable Deep Reinforceme …
Paper Group AWR 122

Paper Group AWR 122

July 29, 2019

Portuguese Word Embeddings: Evaluating on Word Analogies and Natural Language Tasks. Accelerating Science with Generative Adversarial Networks: An Application to 3D Particle Showers in Multi-Layer Calorimeters. Neutral evolution and turnover over centuries of English word popularity. Neural network an1alysis of sleep stages enables efficient diagno …
Paper Group AWR 123

Paper Group AWR 123

July 29, 2019

Practical Bayesian Optimization for Variable Cost Objectives. Neural Message Passing for Quantum Chemistry. DOTA: A Large-scale Dataset for Object Detection in Aerial Images. Lifelong Generative Modeling. Artistic style transfer for videos and spherical images. A probabilistic and multi-objective analysis of lexicase selection and epsilon-lexicase …
Paper Group AWR 124

Paper Group AWR 124

July 29, 2019

DeepVel: deep learning for the estimation of horizontal velocities at the solar surface. Deep Residual Learning for Small-Footprint Keyword Spotting. A Batch Noise Contrastive Estimation Approach for Training Large Vocabulary Language Models. On Convergence and Stability of GANs. Developing Bug-Free Machine Learning Systems With Formal Mathematics. …
Paper Group AWR 125

Paper Group AWR 125

July 29, 2019

Event Representations with Tensor-based Compositions. Leveraging Large Amounts of Weakly Supervised Data for Multi-Language Sentiment Classification. SGD for robot motion? The effectiveness of stochastic optimization on a new benchmark for biped locomotion tasks. NormFace: L2 Hypersphere Embedding for Face Verification. Predicting Visual Features f …
Paper Group AWR 126

Paper Group AWR 126

July 29, 2019

Natural Language Does Not Emerge ‘Naturally’ in Multi-Agent Dialog. Variational Approaches for Auto-Encoding Generative Adversarial Networks. Transform-Invariant Non-Parametric Clustering of Covariance Matrices and its Application to Unsupervised Joint Segmentation and Action Discovery. Safe Policy Improvement with Baseline Bootstrapping. Guided De …
Paper Group AWR 127

Paper Group AWR 127

July 29, 2019

Doubly Stochastic Variational Inference for Deep Gaussian Processes. PMLB: A Large Benchmark Suite for Machine Learning Evaluation and Comparison. Estimating the unseen from multiple populations. SMPOST: Parts of Speech Tagger for Code-Mixed Indic Social Media Text. ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with Multilingual Rela …
Paper Group AWR 128

Paper Group AWR 128

July 29, 2019

An Online Algorithm for Nonparametric Correlations. False Positive and Cross-relation Signals in Distant Supervision Data. Adversarial Attacks on Neural Network Policies. Deep Quaternion Networks. Neural Task Programming: Learning to Generalize Across Hierarchical Tasks. 3D Semantic Segmentation with Submanifold Sparse Convolutional Networks. Refle …
Paper Group AWR 129

Paper Group AWR 129

July 29, 2019

Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples. Selective Deep Convolutional Features for Image Retrieval. Calibrated Boosting-Forest. Gaussian Prototypical Networks for Few-Shot Learning on Omniglot. Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks …
Paper Group AWR 130

Paper Group AWR 130

July 29, 2019

Zoom Out-and-In Network with Recursive Training for Object Proposal. Structured Attentions for Visual Question Answering. Multilingual Hierarchical Attention Networks for Document Classification. Neural Ctrl-F: Segmentation-free Query-by-String Word Spotting in Handwritten Manuscript Collections. On the Automatic Generation of Medical Imaging Repor …
Paper Group AWR 132

Paper Group AWR 132

July 29, 2019

SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine. DeepChess: End-to-End Deep Neural Network for Automatic Learning in Chess. Fast Information-theoretic Bayesian Optimisation. Massive Exploration of Neural Machine Translation Architectures. Jointly Attentive Spatial-Temporal Pooling Networks for Video-based Person Re-Identific …
Paper Group AWR 134

Paper Group AWR 134

July 29, 2019

A Self-Adaptive Proposal Model for Temporal Action Detection based on Reinforcement Learning. CUSBoost: Cluster-based Under-sampling with Boosting for Imbalanced Classification. DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks. Mapping Instructions and Visual Observations to Actions with Reinforcement Learning. Lectures on …
Paper Group AWR 135

Paper Group AWR 135

July 29, 2019

Knowledge Graph Completion via Complex Tensor Factorization. CURE-TSR: Challenging Unreal and Real Environments for Traffic Sign Recognition. How to Make an Image More Memorable? A Deep Style Transfer Approach. Adversarial Semi-Supervised Audio Source Separation applied to Singing Voice Extraction. Towards better understanding of gradient-based att …
Paper Group AWR 137

Paper Group AWR 137

July 29, 2019

Blind Image Fusion for Hyperspectral Imaging with the Directional Total Variation. Rotational Unit of Memory. Deep and Confident Prediction for Time Series at Uber. Cynical Selection of Language Model Training Data. Temporal Relational Reasoning in Videos. End-to-end Neural Coreference Resolution. Deep Rotation Equivariant Network. Classification w …
Paper Group AWR 140

Paper Group AWR 140

July 29, 2019

Learning to Estimate 3D Hand Pose from Single RGB Images. Bayesian Optimization with Automatic Prior Selection for Data-Efficient Direct Policy Search. Pseudo-extended Markov chain Monte Carlo. Do Deep Neural Networks Suffer from Crowding?. SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning. Fine-tuning CNN I …
Paper Group AWR 141

Paper Group AWR 141

July 29, 2019

MoDL: Model Based Deep Learning Architecture for Inverse Problems. Unsupervised Learning of Sentence Embeddings using Compositional n-Gram Features. Learning Face Age Progression: A Pyramid Architecture of GANs. Learning to Compose Domain-Specific Transformations for Data Augmentation. Learning From Noisy Singly-labeled Data. Don’t Just Assume; Loo …
Paper Group AWR 144

Paper Group AWR 144

July 29, 2019

The “something something” video database for learning and evaluating visual common sense. IQA: Visual Question Answering in Interactive Environments. Estimating the Success of Unsupervised Image to Image Translation. Near-optimal sample complexity for convex tensor completion. Machine Learning of Linear Differential Equations using Gaussian Process …
Paper Group AWR 147

Paper Group AWR 147

July 29, 2019

Learning to Generate Reviews and Discovering Sentiment. Resting state fMRI functional connectivity-based classification using a convolutional neural network architecture. Discriminative Region Proposal Adversarial Networks for High-Quality Image-to-Image Translation. Classical Planning in Deep Latent Space: Bridging the Subsymbolic-Symbolic Boundar …
Paper Group AWR 148

Paper Group AWR 148

July 29, 2019

Neural Discrete Representation Learning. Geometric Insights into Support Vector Machine Behavior using the KKT Conditions. Robust Estimation of Similarity Transformation for Visual Object Tracking. Kapre: On-GPU Audio Preprocessing Layers for a Quick Implementation of Deep Neural Network Models with Keras. Multi-view Low-rank Sparse Subspace Cluste …
Paper Group AWR 149

Paper Group AWR 149

July 29, 2019

Correlating Satellite Cloud Cover with Sky Cameras. Wisture: RNN-based Learning of Wireless Signals for Gesture Recognition in Unmodified Smartphones. Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization. Optimizing the Latent Space of Generative Networks. VITON: An Image-based Virtual Try-on Network. A Generative Model for Vo …
Paper Group AWR 150

Paper Group AWR 150

July 29, 2019

Predicting the Driver’s Focus of Attention: the DR(eye)VE Project. A Crowd-Annotated Spanish Corpus for Humor Analysis. Discriminative models for multi-instance problems with tree-structure. Person Transfer GAN to Bridge Domain Gap for Person Re-Identification. Convolutional Image Captioning. FoldingNet: Point Cloud Auto-encoder via Deep Grid Defor …
Paper Group AWR 151

Paper Group AWR 151

July 29, 2019

A Semantics-Based Measure of Emoji Similarity. Deep & Cross Network for Ad Click Predictions. Convolutional Recurrent Neural Networks for Electrocardiogram Classification. Analyzing the Robustness of Nearest Neighbors to Adversarial Examples. Multiple-Human Parsing in the Wild. AirSim: High-Fidelity Visual and Physical Simulation for Autonomous Veh …
Paper Group AWR 153

Paper Group AWR 153

July 29, 2019

Augmentor: An Image Augmentation Library for Machine Learning. Weakly Supervised Action Localization by Sparse Temporal Pooling Network. Encoding Video and Label Priors for Multi-label Video Classification on YouTube-8M dataset. Unsupervised Body Part Regression via Spatially Self-ordering Convolutional Neural Networks. Analyzing First-Person Stori …
Paper Group AWR 154

Paper Group AWR 154

July 29, 2019

Understanding Convolution for Semantic Segmentation. A systematic study of the class imbalance problem in convolutional neural networks. The Consciousness Prior. Cost-Effective Active Learning for Melanoma Segmentation. Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR. Dense 3D Regression for Hand Pose Est …
Paper Group AWR 155

Paper Group AWR 155

July 29, 2019

Understanding Black-box Predictions via Influence Functions. RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource Data. OLÉ: Orthogonal Low-rank Embedding, A Plug and Play Geometric Loss for Deep Learning. Progressive Neural Architecture Search. Curiosity-driven Exploration by Self-supervised Prediction. Learning Tran …
Paper Group AWR 158

Paper Group AWR 158

July 29, 2019

Large Kernel Matters – Improve Semantic Segmentation by Global Convolutional Network. AMIDST: a Java Toolbox for Scalable Probabilistic Machine Learning. Rethinking Atrous Convolution for Semantic Image Segmentation. Feedback-prop: Convolutional Neural Network Inference under Partial Evidence. Parsing with Traces: An $O(n^4)$ Algorithm and a Struc …
Paper Group AWR 159

Paper Group AWR 159

July 29, 2019

Leveraging Weakly Annotated Data for Fashion Image Retrieval and Label Prediction. Grounding Language for Transfer in Deep Reinforcement Learning. Local Convergence of Proximal Splitting Methods for Rank Constrained Problems. PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection. The (Un)reliability of saliency methods. Selecting …
Paper Group AWR 160

Paper Group AWR 160

July 29, 2019

High-Order Attention Models for Visual Question Answering. Imagination-Augmented Agents for Deep Reinforcement Learning. BPEmb: Tokenization-free Pre-trained Subword Embeddings in 275 Languages. Interpretable Explanations of Black Boxes by Meaningful Perturbation. Structure propagation for zero-shot learning. A Neural Language Model for Dynamically …