Unsupervised Domain Adaptation

Paper Group ANR 999

January 28, 2020

Increasing the Generalisation Capacity of Conditional VAEs. Unsupervised Question Answering by Cloze Translation. A Comparative Analysis of the Optimization and Generalization Property of Two-layer Neural Network and Random Feature Models Under Gradient Descent Dynamics. Cross-Modal Data Programming Enables Rapid Medical Machine Learning. Plain Eng …

Paper Group ANR 1069

January 27, 2020

A novel active learning-based Gaussian process metamodelling strategy for estimating the full probability distribution in forward UQ analysis. Machine learning for subgroup discovery under treatment effect. Unsupervised Domain Adaptation using Graph Transduction Games. ENCORE: Ensemble Learning using Convolution Neural Machine Translation for Autom …

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 …

Paper Group ANR 1171

January 27, 2020

CUDA: Contradistinguisher for Unsupervised Domain Adaptation. Importance-Aware Learning for Neural Headline Editing. Would a File by Any Other Name Seem as Malicious?. COPYCAT: Practical Adversarial Attacks on Visualization-Based Malware Detection. Multi-scale Deep Neural Networks for Solving High Dimensional PDEs. How Does Batch Normalization Help …

Paper Group ANR 1195

January 27, 2020

Super-Resolution of PROBA-V Images Using Convolutional Neural Networks. On the Reduction of Variance and Overestimation of Deep Q-Learning. Hybrid Machine Learning Approach to Popularity Prediction of Newly Released Contents for Online Video Streaming Service. Unsupervised Domain Adaptation using Generative Adversarial Networks for Semantic Segment …

Paper Group ANR 1216

January 27, 2020

Select and Attend: Towards Controllable Content Selection in Text Generation. Class Specific or Shared? A Hybrid Dictionary Learning Network for Image Classification. Lipi Gnani - A Versatile OCR for Documents in any Language Printed in Kannada Script. The H3D Dataset for Full-Surround 3D Multi-Object Detection and Tracking in Crowded Urban Scenes. …

Paper Group ANR 1292

January 27, 2020

MM for Penalized Estimation. Learning Selection Masks for Deep Neural Networks. Image Disentanglement and Uncooperative Re-Entanglement for High-Fidelity Image-to-Image Translation. Predicting the Topical Stance of Media and Popular Twitter Users. Transfer Learning for Segmenting Dimensionally-Reduced Hyperspectral Images. Towards Personalized Mana …

Paper Group ANR 1315

January 27, 2020

Towards Geocoding Spatial Expressions. A Novel Approach for Robust Multi Human Action Detection and Recognition based on 3-Dimentional Convolutional Neural Networks. TARN: Temporal Attentive Relation Network for Few-Shot and Zero-Shot Action Recognition. Exploration of Neural Machine Translation in Autoformalization of Mathematics in Mizar. Influen …

Paper Group ANR 1330

January 27, 2020

Unsupervised Data Uncertainty Learning in Visual Retrieval Systems. Shape Detection of Liver From 2D Ultrasound Images. Two-Stage Convolutional Neural Network Architecture for Lung Nodule Detection. Discrete Optimal Graph Clustering. Distribution Calibration for Regression. Computer-aided Detection of Squamous Carcinoma of the Cervix in Whole Slide …

Paper Group ANR 1331

January 27, 2020

Projection-to-Projection Translation for Hybrid X-ray and Magnetic Resonance Imaging. Audience measurement using a top-view camera and oriented trajectories. I-MAD: A Novel Interpretable Malware Detector Using Hierarchical Transformer. Multi-player Multi-Armed Bandits with non-zero rewards on collisions for uncoordinated spectrum access. A novel me …

Paper Group ANR 1438

January 26, 2020

Rebalancing Learning on Evolving Data Streams. Offline Recommender Learning Meets Unsupervised Domain Adaptation. Agglomerative Fast Super-Paramagnetic Clustering. Information Theoretic Feature Transformation Learning for Brain Interfaces. Semi-Supervised Ordinal Regression Based on Empirical Risk Minimization. Spectra2pix: Generating Nanostructure …

Paper Group ANR 1453

January 26, 2020

Coordinate-wise Armijo’s condition. Development of a classifiers/quantifiers dictionary towards French-Japanese MT. Spatial Influence-aware Reinforcement Learning for Intelligent Transportation System. A generic framework for task selection driven by synthetic emotions. Dynamical Isometry and a Mean Field Theory of LSTMs and GRUs. Deep Learning to …

Paper Group ANR 1484

January 26, 2020

Enriching Ontology-based Data Access with Provenance (Extended Version). To Monitor Or Not: Observing Robot’s Behavior based on a Game-Theoretic Model of Trust. Short-term forecasting of solar irradiance without local telemetry: a generalized model using satellite data. Memory-Augmented Temporal Dynamic Learning for Action Recognition. Relation Str …

Paper Group ANR 1486

January 26, 2020

Takens-inspired neuromorphic processor: a downsizing tool for random recurrent neural networks via feature extraction. Thresholding Bandit Problem with Both Duels and Pulls. Training on Synthetic Noise Improves Robustness to Natural Noise in Machine Translation. Two-stage WECC Composite Load Modeling: A Double Deep Q-Learning Networks Approach. Qui …

Paper Group ANR 1487

January 26, 2020

A Convolutional Decoder for Point Clouds using Adaptive Instance Normalization. Prediction of Compression Index of Fine-Grained Soils Using a Gene Expression Programming Model. Multiple Document Representations from News Alerts for Automated Bio-surveillance Event Detection. Adversarially Trained Deep Neural Semantic Hashing Scheme for Subjective S …

Paper Group ANR 1515

January 26, 2020

Learning to Forget for Meta-Learning. Cross-Modal Image Fusion Theory Guided by Subjective Visual Attention. Slow Feature Analysis for Human Action Recognition. SALT: Subspace Alignment as an Auxiliary Learning Task for Domain Adaptation. Wyner VAE: Joint and Conditional Generation with Succinct Common Representation Learning. Power Gradient Descen …

Paper Group ANR 1552

January 26, 2020

Conditional Markov Chain Search for the Generalised Travelling Salesman Problem for Warehouse Order Picking. Learning Nonlinear State Space Models with Hamiltonian Sequential Monte Carlo Sampler. Bootstrapping Domain-Specific Content Discovery on the Web. Safe global optimization of expensive noisy black-box functions in the $δ$-Lipschitz framework …

Paper Group ANR 1568

January 26, 2020

Analysis and Visualization of Deep Neural Networks in Device-Free Wi-Fi Indoor Localization. Learning Monocular Visual Odometry through Geometry-Aware Curriculum Learning. Modeling and Analysis of Tagging Networks in Stack Exchange Communities. Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT. Sparse2Den …

Paper Group ANR 1614

January 26, 2020

SWAG: Item Recommendations using Convolutions on Weighted Graphs. Few-shot Learning with Meta Metric Learners. PRINCE: Provider-side Interpretability with Counterfactual Explanations in Recommender Systems. U-Net Training with Instance-Layer Normalization. Pairwise Interactive Graph Attention Network for Context-Aware Recommendation. An Automatic I …

Paper Group ANR 1630

January 25, 2020

Automatic Information Extraction from Piping and Instrumentation Diagrams. Disentangled Deep Autoencoding Regularization for Robust Image Classification. Improving Long Handwritten Text Line Recognition with Convolutional Multi-way Associative Memory. Learning Actions from Human Demonstration Video for Robotic Manipulation. On the Correctness and S …

Paper Group ANR 1636

January 25, 2020

“Did You Hear That?” Learning to Play Video Games from Audio Cues. NEARBY Platform for Automatic Asteroids Detection and EURONEAR Surveys. Robust subspace clustering by Cauchy loss function. Comparing two deep learning sequence-based models for protein-protein interaction prediction. Zygarde: Time-Sensitive On-Device Deep Intelligence on Intermitte …

Paper Group ANR 1649

January 25, 2020

Building Dynamic Knowledge Graphs from Text-based Games. Drishtikon: An advanced navigational aid system for visually impaired people. Unsupervised routine discovery in egocentric photo-streams. Action Recognition Using Volumetric Motion Representations. Coloring the Black Box: Visualizing neural network behavior with a self-introspective model. Op …

Paper Group ANR 1657

January 25, 2020

Semantic Example Guided Image-to-Image Translation. Shadow Transfer: Single Image Relighting For Urban Road Scenes. One-to-one Mapping for Unpaired Image-to-image Translation. Paired-Consistency: An Example-Based Model-Agnostic Approach to Fairness Regularization in Machine Learning. Characterizing the Variability in Face Recognition Accuracy Relat …

Paper Group ANR 1670

January 25, 2020

Machine Translation in Pronunciation Space. Deep Personalized Re-targeting. Decision Set Optimization and Energy-Efficient MIMO Communications. IoT Network Security from the Perspective of Adversarial Deep Learning. Restyling Data: Application to Unsupervised Domain Adaptation. Fast and Flexible Image Blind Denoising via Competition of Experts. Met …

Paper Group ANR 1679

January 25, 2020

Deep Reasoning with Multi-Scale Context for Salient Object Detection. Mixed Precision DNNs: All you need is a good parametrization. Neural network gradient-based learning of black-box function interfaces. Attentive CT Lesion Detection Using Deep Pyramid Inference with Multi-Scale Booster. Salient Object Detection with Lossless Feature Reflection an …

Paper Group ANR 1690

January 25, 2020

Prioritized Sequence Experience Replay. Improving Neural Language Modeling via Adversarial Training. Phase Portraits as Movement Primitives for Fast Humanoid Robot Control. Gradientless Descent: High-Dimensional Zeroth-Order Optimization. Energy-Aware Neural Architecture Optimization with Fast Splitting Steepest Descent. A Comparative Study on Mach …

Paper Group ANR 1713

January 25, 2020

Multimodal Multitask Representation Learning for Pathology Biobank Metadata Prediction. Evolvability ES: Scalable and Direct Optimization of Evolvability. BUZz: BUffer Zones for defending adversarial examples in image classification. Computing Nonlinear Eigenfunctions via Gradient Flow Extinction. Compression and Localization in Reinforcement Learn …

Paper Group ANR 1735

January 25, 2020

Estimating Kullback-Leibler Divergence Using Kernel Machines. Visual Privacy Protection via Mapping Distortion. Approximate Guarantees for Dictionary Learning. Jointly Learning Structured Analysis Discriminative Dictionary and Analysis Multiclass Classifier. White-Box Adversarial Defense via Self-Supervised Data Estimation. Regret Minimisation in M …