Multi-Armed Bandits

Paper Group ANR 557

January 29, 2020

General non-linear Bellman equations. Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense. ParNet: Position-aware Aggregated Relation Network for Image-Text matching. Variations of Genetic Algorithms. Conscientious Classification: A Data Scientist’s G …

Paper Group ANR 558

January 29, 2020

Paper Group ANR 620

January 29, 2020

Decompose-and-Integrate Learning for Multi-class Segmentation in Medical Images. Debiasing Personal Identities in Toxicity Classification. Constrained Restless Bandits for Dynamic Scheduling in Cyber-Physical Systems. Stochastic dynamical modeling of turbulent flows. Multi-Agent Manipulation via Locomotion using Hierarchical Sim2Real. Continual Rei …

Paper Group ANR 641

January 29, 2020

Texture image analysis and texture classification methods - A review. Boundary-Preserved Deep Denoising of the Stochastic Resonance Enhanced Multiphoton Images. Naver Labs Europe’s Systems for the WMT19 Machine Translation Robustness Task. Making Sense of Vision and Touch: Learning Multimodal Representations for Contact-Rich Tasks. Composing Task-A …

Paper Group ANR 675

January 29, 2020

Estimating the Mixing Time of Ergodic Markov Chains. Simultaneous Translation with Flexible Policy via Restricted Imitation Learning. Blind Visual Motif Removal from a Single Image. Introduction to Multi-Armed Bandits. Quantum Computation with Machine-Learning-Controlled Quantum Stuff. Regularizing Model-Based Planning with Energy-Based Models. Neu …

Paper Group ANR 728

January 29, 2020

Personalized Attraction Enhanced Sponsored Search with Multi-task Learning. Fully Distributed Bayesian Optimization with Stochastic Policies. TonY: An Orchestrator for Distributed Machine Learning Jobs. Rolling Shutter Camera Synchronization with Sub-millisecond Accuracy. Central Server Free Federated Learning over Single-sided Trust Social Network …

Paper Group ANR 749

January 29, 2020

Randomized Reactive Redundancy for Byzantine Fault-Tolerance in Parallelized Learning. Emotion and Theme Recognition in Music with Frequency-Aware RF-Regularized CNNs. Automatic Ensemble Learning for Online Influence Maximization. Learning retrosynthetic planning through self-play. Controlling Text Complexity in Neural Machine Translation. Triply R …

Paper Group ANR 753

January 29, 2020

PVNet: A LRCN Architecture for Spatio-Temporal Photovoltaic PowerForecasting from Numerical Weather Prediction. Adversarial Risk via Optimal Transport and Optimal Couplings. Training Auto-encoder-based Optimizers for Terahertz Image Reconstruction. Macro Action Reinforcement Learning with Sequence Disentanglement using Variational Autoencoder. High …

Paper Group ANR 1050

January 28, 2020

3D-aCortex: An Ultra-Compact Energy-Efficient Neurocomputing Platform Based on Commercial 3D-NAND Flash Memories. Image retrieval approach based on local texture information derived from predefined patterns and spatial domain information. A Double Residual Compression Algorithm for Efficient Distributed Learning. Multi-User MABs with User Dependent …

Paper Group ANR 1056

January 28, 2020

Safe Linear Thompson Sampling with Side Information. Structured and Deep Similarity Matching via Structured and Deep Hebbian Networks. Segmentation Guided Attention Network for Crowd Counting via Curriculum Learning. Comparing reliability of grid-based Quality-Diversity algorithms using artificial landscapes. Rearchitecting Classification Framework …

Paper Group ANR 1064

January 28, 2020

A Note on Bounding Regret of the C$^2$UCB Contextual Combinatorial Bandit. Approximate Sampling using an Accelerated Metropolis-Hastings based on Bayesian Optimization and Gaussian Processes. Distributionally Robust Optimization with Correlated Data from Vector Autoregressive Processes. RATQ: A Universal Fixed-Length Quantizer for Stochastic Optimi …

Paper Group ANR 1065

January 28, 2020

Transfer-Learning Oriented Class Imbalance Learning for Cross-Project Defect Prediction. Argument Component Classification for Classroom Discussions. Deep Learning for Fine-Grained Image Analysis: A Survey. Stock Price Forecasting and Hypothesis Testing Using Neural Networks. Equipping Experts/Bandits with Long-term Memory. Differential Privacy for …

Paper Group ANR 831

January 28, 2020

Analyzing Adversarial Attacks Against Deep Learning for Intrusion Detection in IoT Networks. Automatic cough detection based on airflow signals for portable spirometry system. OSOM: A simultaneously optimal algorithm for multi-armed and linear contextual bandits. SliceNDice: Mining Suspicious Multi-attribute Entity Groups with Multi-view Graphs. Ad …

Paper Group ANR 833

January 28, 2020

A Novel Demodulation and Estimation Algorithm for Blackout Communication: Extract Principal Components with Deep Learning. Unsupervised Text Summarization via Mixed Model Back-Translation. Robust Reinforcement Learning for Continuous Control with Model Misspecification. Stochastic Neural Network with Kronecker Flow. ASCNet: Adaptive-Scale Convoluti …

Paper Group ANR 840

January 28, 2020

Analysis of Chinese Tourists in Japan by Text Mining of a Hotel Portal Site. Spatial and Temporal Consistency-Aware Dynamic Adaptive Streaming for 360-Degree Videos. Eigen Artificial Neural Networks. Data Poisoning Attacks on Stochastic Bandits. Regularization Shortcomings for Continual Learning. Sensor Fusion for Joint 3D Object Detection and Sema …

Paper Group ANR 847

January 28, 2020

Fully-automatic segmentation of kidneys in clinical ultrasound images using a boundary distance regression network. Problem Dependent Reinforcement Learning Bounds Which Can Identify Bandit Structure in MDPs. A hybrid text normalization system using multi-head self-attention for mandarin. Cross-Domain Image Manipulation by Demonstration. A Theoreti …

Paper Group ANR 891

January 28, 2020

Evaluating Local Geometric Feature Representations for 3D Rigid Data Matching. Machine Learning on data with sPlot background subtraction. Event-based Object Detection and Tracking for Space Situational Awareness. Semantic Graph Convolutional Network for Implicit Discourse Relation Classification. Bayesian interpretation of SGD as Ito process. Mult …

Paper Group ANR 892

January 28, 2020

CNNs found to jump around more skillfully than RNNs: Compositional generalization in seq2seq convolutional networks. Adaptive Exploration in Linear Contextual Bandit. Multi-Criterion Evolutionary Design of Deep Convolutional Neural Networks. Generalized Separable Nonnegative Matrix Factorization. A Dual Symmetric Gauss-Seidel Alternating Direction …

Paper Group ANR 919

January 28, 2020

Local Area Transform for Cross-Modality Correspondence Matching and Deep Scene Recognition. Simultaneous Neural Machine Translation using Connectionist Temporal Classification. Neural Machine Translation with Explicit Phrase Alignment. Precipitation Nowcasting with Satellite Imagery. Chinese Street View Text: Large-scale Chinese Text Reading with P …

Paper Group ANR 929

January 28, 2020

Ray Interference: a Source of Plateaus in Deep Reinforcement Learning. Incorporating End-to-End Speech Recognition Models for Sentiment Analysis. Adaptive Activation Network and Functional Regularization for Efficient and Flexible Deep Multi-Task Learning. Deep Image Deraining Via Intrinsic Rainy Image Priors and Multi-scale Auxiliary Decoding. Sha …

Paper Group ANR 945

January 28, 2020

Sublinear Optimal Policy Value Estimation in Contextual Bandits. Privately detecting changes in unknown distributions. Unsupervised Detection of Sub-events in Large Scale Disasters. Time Series Source Separation using Dynamic Mode Decomposition. Unsupervised Visual Feature Learning with Spike-timing-dependent Plasticity: How Far are we from Traditi …

Paper Group ANR 978

January 28, 2020

Iterative temporal differencing with random synaptic feedback weights support error backpropagation for deep learning. Multimodal Video-based Apparent Personality Recognition Using Long Short-Term Memory and Convolutional Neural Networks. RoNGBa: A Robustly Optimized Natural Gradient Boosting Training Approach with Leaf Number Clipping. Making Asyn …

Paper Group ANR 979

January 28, 2020

Contextual Bandits Evolving Over Finite Time. Cross-Domain Conditional Generative Adversarial Networks for Stereoscopic Hyperrealism in Surgical Training. Making Neural Machine Reading Comprehension Faster. Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs. Machine Reading Comprehension for Answer Re-Ranking i …

Paper Group ANR 1119

January 27, 2020

Revisiting Wedge Sampling for Budgeted Maximum Inner Product Search. Causal inference with Bayes rule. Exploring Semi-supervised Variational Autoencoders for Biomedical Relation Extraction. Fast Bayesian Uncertainty Estimation of Batch Normalized Single Image Super-Resolution Network. Automated detection of celiac disease on duodenal biopsy slides: …

Paper Group ANR 1120

January 27, 2020

A Single Video Super-Resolution GAN for Multiple Downsampling Operators based on Pseudo-Inverse Image Formation Models. Application of Different Simulated Spectral Data and Machine Learning to Estimate the Chlorophyll a Concentration of Several Inland Waters. Food for thought: Ethical considerations of user trust in computer vision. Learning from M …

Paper Group ANR 1134

January 27, 2020

The University of Edinburgh’s Submissions to the WMT19 News Translation Task. A review on Neural Turing Machine. Finite-Sum Smooth Optimization with SARAH. A Learning Framework for Distribution-Based Game-Theoretic Solution Concepts. Common Mode Patterns for Supervised Tensor Subspace Learning. Robust Environmental Sound Recognition with Sparse Key …

Paper Group ANR 1138

January 27, 2020

An Effective and Efficient Method for Detecting Hands in Egocentric Videos for Rehabilitation Applications. Human-Robot Collaboration via Deep Reinforcement Learning of Real-World Interactions. 26ms Inference Time for ResNet-50: Towards Real-Time Execution of all DNNs on Smartphone. Texture CNN for Histopathological Image Classification. PAC Identi …

Paper Group ANR 1150

January 27, 2020

Pretrained Language Models for Document-Level Neural Machine Translation. Data-dependent Sample Complexity of Deep Neural Networks via Lipschitz Augmentation. Single Camera Training for Person Re-identification. Image Deconvolution with Deep Image and Kernel Priors. Liver segmentation and metastases detection in MR images using convolutional neural …