Stochastic Optimization

Paper Group ANR 676

October 18, 2019

Curiosity-driven reinforcement learning with homeostatic regulation. A Note on Coding and Standardization of Categorical Variables in (Sparse) Group Lasso Regression. Open Information Extraction on Scientific Text: An Evaluation. Accuracy, Uncertainty, and Adaptability of Automatic Myocardial ASL Segmentation using Deep CNN. Deep-RBF Networks Revis …

Paper Group ANR 682

October 17, 2019

R$^3$-Net: A Deep Network for Multi-oriented Vehicle Detection in Aerial Images and Videos. Relational dynamic memory networks. Generative Models for Spear Phishing Posts on Social Media. Vehicle Re-identification Using Quadruple Directional Deep Learning Features. Sequence-to-Sequence Learning for Task-oriented Dialogue with Dialogue State Represe …

Paper Group ANR 692

October 17, 2019

Accounting for hidden common causes when inferring cause and effect from observational data. Learning Patient Representations from Text. Learning Neural Emotion Analysis from 100 Observations: The Surprising Effectiveness of Pre-Trained Word Representations. Determining the best classifier for predicting the value of a boolean field on a blood dono …

Paper Group ANR 696

October 17, 2019

Online Adaptive Methods, Universality and Acceleration. Gradient Similarity: An Explainable Approach to Detect Adversarial Attacks against Deep Learning. Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems. Deep Reinforcement Learning for Intelligent Transportation Systems. Automated bird sound recognition in re …

Paper Group ANR 708

October 17, 2019

Robust 6D Object Pose Estimation with Stochastic Congruent Sets. Deep Learning for Single Image Super-Resolution: A Brief Review. Generalized Binary Search For Split-Neighborly Problems. A Deep Structure of Person Re-Identification using Multi-Level Gaussian Models. 6D Pose Estimation using an Improved Method based on Point Pair Features. An ADMM-B …

Paper Group ANR 798

October 17, 2019

Reasoning over RDF Knowledge Bases using Deep Learning. Multilingual and Unsupervised Subword Modeling for Zero-Resource Languages. A Global Information Based Adaptive Threshold for Grouping Large Scale Global Optimization Problems. Neural Inverse Rendering for General Reflectance Photometric Stereo. DropPruning for Model Compression. Personality f …

Paper Group ANR 811

October 17, 2019

Unsupervised monocular stereo matching. SynonymNet: Multi-context Bilateral Matching for Entity Synonyms. SuperDepth: Self-Supervised, Super-Resolved Monocular Depth Estimation. Adaptive Stochastic Gradient Langevin Dynamics: Taming Convergence and Saddle Point Escape Time. A Tale of Three Probabilistic Families: Discriminative, Descriptive and Gen …

Paper Group ANR 815

October 17, 2019

Nonparametric Stochastic Compositional Gradient Descent for Q-Learning in Continuous Markov Decision Problems. Switching Isotropic and Directional Exploration with Parameter Space Noise in Deep Reinforcement Learning. Identifying Land Patterns from Satellite Imagery in Amazon Rainforest using Deep Learning. The Entropy of Artificial Intelligence an …

Paper Group ANR 832

October 17, 2019

Joint Demosaicing and Denoising with Perceptual Optimization on a Generative Adversarial Network. Physics-aware Deep Generative Models for Creating Synthetic Microstructures. Privacy-preserving classifiers recognize shared mobility behaviours from WiFi network imperfect data. NLP-assisted software testing: A systematic mapping of the literature. CA …

Paper Group ANR 841

October 17, 2019

End-to-End Speech-Driven Facial Animation with Temporal GANs. Intensity and Rescale Invariant Copy Move Forgery Detection Techniques. A Factoid Question Answering System for Vietnamese. Streaming End-to-end Speech Recognition For Mobile Devices. A Dialogue Annotation Scheme for Weight Management Chat using the Trans-Theoretical Model of Health Beha …

Paper Group ANR 863

October 17, 2019

SwipeCut: Interactive Segmentation with Diversified Seed Proposals. Dataset: Rare Event Classification in Multivariate Time Series. European Court of Human Right Open Data project. Learning a High Fidelity Pose Invariant Model for High-resolution Face Frontalization. CommanderSong: A Systematic Approach for Practical Adversarial Voice Recognition. …

Paper Group ANR 895

October 17, 2019

Learning View Priors for Single-view 3D Reconstruction. Accelerated Labeling of Discrete Abstractions for Autonomous Driving Subject to LTL Specifications. Methods for Segmentation and Classification of Digital Microscopy Tissue Images. Compressive Regularized Discriminant Analysis of High-Dimensional Data with Applications to Microarray Studies. F …

Paper Group ANR 896

October 17, 2019

An adaptive multiclass nearest neighbor classifier. Cooperative Multi-Agent Policy Gradients with Sub-optimal Demonstration. Intent Detection for code-mix utterances in task oriented dialogue systems. Deep Recurrent Electricity Theft Detection in AMI Networks with Random Tuning of Hyper-parameters. Distributed Stochastic Optimization via Adaptive S …

Paper Group ANR 909

October 17, 2019

Siamese Generative Adversarial Privatizer for Biometric Data. A Deeper Look at Power Normalizations. Cell-aware Stacked LSTMs for Modeling Sentences. Deep CNN based feature extractor for text-prompted speaker recognition. Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild. Contemplating Visual Emotions: Understanding and Overcomi …

Paper Group ANR 913

October 17, 2019

Incorporating Structured Commonsense Knowledge in Story Completion. Neural Automated Essay Scoring and Coherence Modeling for Adversarially Crafted Input. Accurate 3-D Reconstruction with RGB-D Cameras using Depth Map Fusion and Pose Refinement. Adversarial Example Decomposition. Uncertainty Quantification in CNN-Based Surface Prediction Using Shap …

Paper Group ANR 923

October 17, 2019

Fast and Accurate Semantic Mapping through Geometric-based Incremental Segmentation. Entanglement-guided architectures of machine learning by quantum tensor network. Zoom: SSD-based Vector Search for Optimizing Accuracy, Latency and Memory. The Evolution of Sex Chromosomes through the Baldwin Effect. Graphical Convergence of Subgradients in Nonconv …

Paper Group ANR 928

October 17, 2019

A cortical-inspired model for orientation-dependent contrast perception: a link with Wilson-Cowan equations. Improving fairness in machine learning systems: What do industry practitioners need?. A Hierarchical Fuzzy System for an Advanced Driving Assistance System. A Portuguese Native Language Identification Dataset. Band Target Entropy Minimizatio …

Paper Group ANR 930

October 17, 2019

Humor Detection in English-Hindi Code-Mixed Social Media Content : Corpus and Baseline System. Re-ID done right: towards good practices for person re-identification. Gradient-based Training of Slow Feature Analysis by Differentiable Approximate Whitening. Vision-Based Preharvest Yield Mapping for Apple Orchards. Middle-Out Decoding. Harvesting Para …

Paper Group ANR 946

October 17, 2019

IcoRating: A Deep-Learning System for Scam ICO Identification. Extending classical surrogate modelling to high-dimensions through supervised dimensionality reduction: a data-driven approach. Optimizing Non-decomposable Measures with Deep Networks. A Survey on Deep Learning Toolkits and Libraries for Intelligent User Interfaces. Asynchronous Stochas …

Paper Group ANR 1049

October 16, 2019

500+ Times Faster Than Deep Learning (A Case Study Exploring Faster Methods for Text Mining StackOverflow). A Multi-task Neural Approach for Emotion Attribution, Classification and Summarization. Bayesian Optimal Design of Experiments For Inferring The Statistical Expectation Of A Black-Box Function. Age and Gender Classification From Ear Images. S …

Paper Group ANR 1059

October 16, 2019

Stochastic Variance-Reduced Hamilton Monte Carlo Methods. Label-aware Double Transfer Learning for Cross-Specialty Medical Named Entity Recognition. Comparison-Based Random Forests. A fast quasi-Newton-type method for large-scale stochastic optimisation. Future-Prediction-Based Model for Neural Machine Translation. Improving Massive MIMO Belief Pro …

Paper Group ANR 1061

October 16, 2019

Inspiration Learning through Preferences. Full explicit consistency constraints in uncalibrated multiple homography estimation. Insights into the robustness of control point configurations for homography and planar pose estimation. Privacy-Preserving Deep Learning via Weight Transmission. Classifying medical relations in clinical text via convoluti …

Paper Group ANR 1064

October 16, 2019

An Interdisciplinary Comparison of Sequence Modeling Methods for Next-Element Prediction. Counting in Language with RNNs. PSICA: decision trees for probabilistic subgroup identification with categorical treatments. Parallel and Streaming Algorithms for K-Core Decomposition. RoboTurk: A Crowdsourcing Platform for Robotic Skill Learning through Imita …

Paper Group ANR 1065

October 16, 2019

The Everlasting Database: Statistical Validity at a Fair Price. BELIEF: A distance-based redundancy-proof feature selection method for Big Data. Analysis of a Canonical Labeling Algorithm for the Alignment of Correlated Erdős-Rényi Graphs. Automatic Severity Classification of Coronary Artery Disease via Recurrent Capsule Network. Overparameterized …

Paper Group ANR 1069

October 16, 2019

Automatic Construction of Parallel Portfolios via Explicit Instance Grouping. CNNs for Surveillance Footage Scene Classification. Missing Slice Recovery for Tensors Using a Low-rank Model in Embedded Space. Particle Filtering Methods for Stochastic Optimization with Application to Large-Scale Empirical Risk Minimization. Structured Neural Network D …

Paper Group ANR 1071

October 16, 2019

Deep Learning for Audio Transcription on Low-Resource Datasets. Story Disambiguation: Tracking Evolving News Stories across News and Social Streams. Analysis of Langevin Monte Carlo via convex optimization. Super-Resolution via Conditional Implicit Maximum Likelihood Estimation. Counting to Explore and Generalize in Text-based Games. Hierarchical c …

Paper Group ANR 1087

October 16, 2019

Unsupervised Learning of Artistic Styles with Archetypal Style Analysis. Accelerating Learning in Constructive Predictive Frameworks with the Successor Representation. Robust Text-to-SQL Generation with Execution-Guided Decoding. The LKPY Package for Recommender Systems Experiments: Next-Generation Tools and Lessons Learned from the LensKit Project …

Paper Group ANR 1151

October 16, 2019

Bandit learning in concave $N$-person games. Dialogue Natural Language Inference. An Aggregated Multicolumn Dilated Convolution Network for Perspective-Free Counting. Few-Shot Goal Inference for Visuomotor Learning and Planning. Make (Nearly) Every Neural Network Better: Generating Neural Network Ensembles by Weight Parameter Resampling. Video-base …