Stochastic Optimization

Paper Group AWR 11

October 21, 2019

Deep Autoencoding Models for Unsupervised Anomaly Segmentation in Brain MR Images. Radio Galaxy Morphology Generation Using DNN Autoencoder and Gaussian Mixture Models. On Tree-Based Neural Sentence Modeling. From 2D to 3D Geodesic-based Garment Matching. Discovery of Latent 3D Keypoints via End-to-end Geometric Reasoning. Addressing the Fundamenta …

Paper Group AWR 127

October 21, 2019

Temporal Gaussian Mixture Layer for Videos. Hyperspherical Variational Auto-Encoders. Conditional Linear Regression. Efficient Model-Free Reinforcement Learning Using Gaussian Process. Neural Processes. Deep Underwater Image Enhancement. Comparing Dynamics: Deep Neural Networks versus Glassy Systems. End-to-End Speech Recognition From the Raw Wavef …

Paper Group AWR 13

October 21, 2019

A Novel Online Stacked Ensemble for Multi-Label Stream Classification. CurriculumNet: Weakly Supervised Learning from Large-Scale Web Images. Learning Motion in Feature Space: Locally-Consistent Deformable Convolution Networks for Fine-Grained Action Detection. DeepType: Multilingual Entity Linking by Neural Type System Evolution. Robust Blind Deco …

Paper Group AWR 139

October 21, 2019

Handling Incomplete Heterogeneous Data using VAEs. N-Gram Graph: Simple Unsupervised Representation for Graphs, with Applications to Molecules. Deep Defense: Training DNNs with Improved Adversarial Robustness. Using Deep Learning to Extend the Range of Air-Pollution Monitoring and Forecasting. Image Super-Resolution via Dual-State Recurrent Network …

Paper Group AWR 154

October 21, 2019

Visual Interpretability for Deep Learning: a Survey. Multi-Stream Dynamic Video Summarization. Vis-DSS: An Open-Source toolkit for Visual Data Selection and Summarization. Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF). Backprop Evolution. Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep …

Paper Group AWR 158

October 21, 2019

MDLatLRR: A novel decomposition method for infrared and visible image fusion. Machine Learning DDoS Detection for Consumer Internet of Things Devices. Unveiling the invisible - mathematical methods for restoring and interpreting illuminated manuscripts. Deep Reinforcement Learning for Traffic Light Control in Vehicular Networks. Unsupervised Meta-l …

Paper Group AWR 36

October 21, 2019

Hate Lingo: A Target-based Linguistic Analysis of Hate Speech in Social Media. Kernel Exponential Family Estimation via Doubly Dual Embedding. Compact Generalized Non-local Network. Multi-Task Graph Autoencoders. HyperAdam: A Learnable Task-Adaptive Adam for Network Training. Towards Exploiting Background Knowledge for Building Conversation Systems …

Paper Group AWR 64

October 21, 2019

A Domain Guided CNN Architecture for Predicting Age from Structural Brain Images. Distributed regression modeling for selecting markers under data protection constraints. Probabilistic Verification of Fairness Properties via Concentration. Single-Agent Policy Tree Search With Guarantees. Free as in Free Word Order: An Energy Based Model for Word Se …

Paper Group AWR 91

October 21, 2019

Fast Multiple Landmark Localisation Using a Patch-based Iterative Network. Automatic topography of high-dimensional data sets by non-parametric Density Peak clustering. Emoji-Powered Representation Learning for Cross-Lingual Sentiment Classification. Relational Autoencoder for Feature Extraction. Averaging Weights Leads to Wider Optima and Better G …

Paper Group ANR 14

October 20, 2019

Tractable Querying and Learning in Hybrid Domains via Sum-Product Networks. Optimal Transport Classifier: Defending Against Adversarial Attacks by Regularized Deep Embedding. Self Organizing Classifiers: First Steps in Structured Evolutionary Machine Learning. MultiBooked: A Corpus of Basque and Catalan Hotel Reviews Annotated for Aspect-level Sent …

Paper Group ANR 26

October 20, 2019

On the Conditional Logic of Simulation Models. Multimodal Sentiment Analysis: Addressing Key Issues and Setting up the Baselines. A CADe System for Gliomas in Brain MRI using Convolutional Neural Networks. AxTrain: Hardware-Oriented Neural Network Training for Approximate Inference. Intertwiners between Induced Representations (with Applications to …

Paper Group ANR 27

October 20, 2019

Weighted AdaGrad with Unified Momentum. An Intelligent Extraversion Analysis Scheme from Crowd Trajectories for Surveillance. Task-Driven Super Resolution: Object Detection in Low-resolution Images. Clustering-based Anomaly Detection for microservices. Fusion of hyperspectral and ground penetrating radar to estimate soil moisture. Equivalence of ap …

Paper Group ANR 42

October 20, 2019

GANtruth - an unpaired image-to-image translation method for driving scenarios. Towards Robust Interpretability with Self-Explaining Neural Networks. Identification of Seed Cells in Multispectral Images for GrowCut Segmentation. Integrating omics and MRI data with kernel-based tests and CNNs to identify rare genetic markers for Alzheimer’s disease. …

Paper Group ANR 72

October 20, 2019

Optimal stopping via reinforced regression. CNN-based Action Recognition and Supervised Domain Adaptation on 3D Body Skeletons via Kernel Feature Maps. Object Detection with Mask-based Feature Encoding. Deep Network Regularization via Bayesian Inference of Synaptic Connectivity. Pigeonring: A Principle for Faster Thresholded Similarity Search. IM2H …

Paper Group ANR 76

October 20, 2019

Computer-aided mechanism design: designing revenue-optimal mechanisms via neural networks. Visual Semantic Navigation using Scene Priors. Efficient Multi-Robot Coverage of a Known Environment. Correlation Heuristics for Constraint Programming. DEFRAG: Deep Euclidean Feature Representations through Adaptation on the Grassmann Manifold. Knowledge Com …

Paper Group ANR 98

October 20, 2019

Highly Efficient 8-bit Low Precision Inference of Convolutional Neural Networks with IntelCaffe. Lightweight Adaptive Mixture of Neural and N-gram Language Models. First-order and second-order variants of the gradient descent in a unified framework. Learning to Screen for Fast Softmax Inference on Large Vocabulary Neural Networks. ActiveStereoNet: …

Paper Group AWR 180

October 20, 2019

Investigating Speech Features for Continuous Turn-Taking Prediction Using LSTMs. A Cross-Architecture Instruction Embedding Model for Natural Language Processing-Inspired Binary Code Analysis. On Visual Hallmarks of Robustness to Adversarial Malware. Copy the Old or Paint Anew? An Adversarial Framework for (non-) Parametric Image Stylization. Utili …

Paper Group AWR 184

October 20, 2019

Stacking-Based Deep Neural Network: Deep Analytic Network for Pattern Classification. Sequence-Aware Recommender Systems. Single-View Place Recognition under Seasonal Changes. SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks. TallyQA: Answering Complex Counting Questions. 3DFeat-Net: Weakly Supervised Local 3D Features for Po …

Paper Group AWR 186

October 20, 2019

Alarm-Based Prescriptive Process Monitoring. Segmentation of Scanning Tunneling Microscopy Images Using Variational Methods and Empirical Wavelets. Efficient Video Object Segmentation via Network Modulation. Differentiable Antithetic Sampling for Variance Reduction in Stochastic Variational Inference. Conditional WaveGAN. Role action embeddings: sc …

Paper Group AWR 242

October 20, 2019

Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam. DeepV2D: Video to Depth with Differentiable Structure from Motion. Neural Network Renormalization Group. Adversarial Personalized Ranking for Recommendation. Towards Binary-Valued Gates for Robust LSTM Training. FEVER: a large-scale dataset for Fact Extraction and VERification …

Paper Group AWR 280

October 20, 2019

A Style-Aware Content Loss for Real-time HD Style Transfer. Sparse Kernel PCA for Outlier Detection. Improving GAN Training via Binarized Representation Entropy (BRE) Regularization. Voice Conversion Based on Cross-Domain Features Using Variational Auto Encoders. Toward a Standardized and More Accurate Indonesian Part-of-Speech Tagging. General sol …

Paper Group AWR 308

October 20, 2019

Automatic Recognition of Student Engagement using Deep Learning and Facial Expression. Ensemble learning with 3D convolutional neural networks for connectome-based prediction. A Comparison of Machine Learning Algorithms for the Surveillance of Autism Spectrum Disorder. Generalizing to Unseen Domains via Adversarial Data Augmentation. e-SNLI: Natura …

Paper Group AWR 326

October 20, 2019

Non-bifurcating phylogenetic tree inference via the adaptive LASSO. A Novel Learning-based Global Path Planning Algorithm for Planetary Rovers. Mining within-trial oscillatory brain dynamics to address the variability of optimized spatial filters. Towards Efficient Large-Scale Graph Neural Network Computing. Beamformed Fingerprint Learning for Accu …

Paper Group AWR 336

October 20, 2019

Stochastic Video Generation with a Learned Prior. Using link and content over time for embedding generation in Dynamic Attributed Networks. A Large-Scale Study on Regularization and Normalization in GANs. Pre-training on high-resource speech recognition improves low-resource speech-to-text translation. SPLATNet: Sparse Lattice Networks for Point Cl …

Paper Group AWR 342

October 20, 2019

Autoregressive Quantile Networks for Generative Modeling. Guiding Deep Learning System Testing using Surprise Adequacy. Deep Randomized Ensembles for Metric Learning. MEAL: Multi-Model Ensemble via Adversarial Learning. Temporal Pattern Attention for Multivariate Time Series Forecasting. The Global Anchor Method for Quantifying Linguistic Shifts an …

Paper Group AWR 345

October 20, 2019

Deep Generative Markov State Models. Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document Summarization. Quasi-hyperbolic momentum and Adam for deep learning. TACO: Learning Task Decomposition via Temporal Alignment for Control. Learning, Planning, and Control in a Monolithic Neural Event Inference Architecture. Semi-Blind Sp …

Paper Group ANR 136

October 19, 2019

Straight to the Facts: Learning Knowledge Base Retrieval for Factual Visual Question Answering. Accelerated Randomized Coordinate Descent Algorithms for Stochastic Optimization and Online Learning. KDSL: a Knowledge-Driven Supervised Learning Framework for Word Sense Disambiguation. Multi-Step Prediction of Occupancy Grid Maps with Recurrent Neural …

Paper Group ANR 143

October 19, 2019

WiC: the Word-in-Context Dataset for Evaluating Context-Sensitive Meaning Representations. MVG Mechanism: Differential Privacy under Matrix-Valued Query. Stochastic Conditional Gradient Methods: From Convex Minimization to Submodular Maximization. PieAPP: Perceptual Image-Error Assessment through Pairwise Preference. Multi-variable LSTM neural netw …