Domain Adaptation

Paper Group ANR 1098

January 27, 2020

Better Approximate Inference for Partial Likelihood Models with a Latent Structure. Communication Complexity of Estimating Correlations. On the Convergence Theory of Gradient-Based Model-Agnostic Meta-Learning Algorithms. Derived Codebooks for High-Accuracy Nearest Neighbor Search. A SOT-MRAM-based Processing-In-Memory Engine for Highly Compressed …

Paper Group ANR 1110

January 27, 2020

6D Object Pose Estimation Based on 2D Bounding Box. Distributed Submodular Minimization via Block-Wise Updates and Communications. Explaining Landscape Connectivity of Low-cost Solutions for Multilayer Nets. A Multimodal Deep Network for the Reconstruction of T2W MR Images. Towards a New Understanding of the Training of Neural Networks with Mislabe …

Paper Group ANR 1117

January 27, 2020

Cross Domain Image Matching in Presence of Outliers. Measuring Dataset Granularity. Resolvable Designs for Speeding up Distributed Computing. Representing and Using Knowledge with the Contextual Evaluation Model. Forecasting Stock Market with Support Vector Regression and Butterfly Optimization Algorithm. Learning sparsity in reservoir computing th …

Paper Group ANR 1126

January 27, 2020

Temporal Reasoning Graph for Activity Recognition. Invisible Marker: Automatic Annotation of Segmentation Masks for Object Manipulation. A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text. Deep Representation Learning Characterized by Inter-class Separation for Image Clustering. On Using Retrained and Incremental Machine Learnin …

Paper Group ANR 1128

January 27, 2020

Automatically Generating Macro Research Reports from a Piece of News. PipeMare: Asynchronous Pipeline Parallel DNN Training. Inferring the Optimal Policy using Markov Chain Monte Carlo. Walsh-Hadamard Variational Inference for Bayesian Deep Learning. How does Grammatical Gender Affect Noun Representations in Gender-Marking Languages?. LO-Net: Deep …

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 1158

January 27, 2020

Data augmentation for low resource sentiment analysis using generative adversarial networks. The excluded area of two-dimensional hard particles. Efficient video indexing for monitoring disease activity and progression in the upper gastrointestinal tract. TreeCaps: Tree-Structured Capsule Networks for Program Source Code Processing. Cross-Lingual S …

Paper Group ANR 1165

January 27, 2020

Batched Stochastic Bayesian Optimization via Combinatorial Constraints Design. Deep Sparse Band Selection for Hyperspectral Face Recognition. Visualizing and Understanding Generative Adversarial Networks (Extended Abstract). Interpretable BoW Networks for Adversarial Example Detection. Rescaling and other forms of unsupervised preprocessing introdu …

Paper Group ANR 1166

January 27, 2020

Machine Learning using the Variational Predictive Information Bottleneck with a Validation Set. Variational Bayesian inference of hidden stochastic processes with unknown parameters. Phase transitions and optimal algorithms for semi-supervised classifications on graphs: from belief propagation to graph convolution network. Agile Domain Adaptation. …

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 1177

January 27, 2020

DeepFault: Fault Localization for Deep Neural Networks. Big-Data Clustering: K-Means or K-Indicators?. Handwritten Chinese Character Recognition by Convolutional Neural Network and Similarity Ranking. Autonomous Air Traffic Controller: A Deep Multi-Agent Reinforcement Learning Approach. vqSGD: Vector Quantized Stochastic Gradient Descent. Is Fast A …

Paper Group ANR 1180

January 27, 2020

BGrowth: an efficient approach for the segmentation of vertebral compression fractures in magnetic resonance imaging. Online Deep Learning for Improved Trajectory Tracking of Unmanned Aerial Vehicles Using Expert Knowledge. High-Dimensional Optimization in Adaptive Random Subspaces. End-to-End Jet Classification of Quarks and Gluons with the CMS Op …

Paper Group ANR 1183

January 27, 2020

Learning to Calibrate Straight Lines for Fisheye Image Rectification. Whole-Slide Image Focus Quality: Automatic Assessment and Impact on AI Cancer Detection. Towards Evolutionary Theorem Proving for Isabelle/HOL. Anxious Depression Prediction in Real-time Social Data. Multi-Purposing Domain Adaptation Discriminators for Pseudo Labeling Confidence. …

Paper Group ANR 1189

January 27, 2020

Towards Interpretable Image Synthesis by Learning Sparsely Connected AND-OR Networks. Training Deep Learning Models via Synthetic Data: Application in Unmanned Aerial Vehicles. DNNVM : End-to-End Compiler Leveraging Heterogeneous Optimizations on FPGA-based CNN Accelerators. Revisiting Landscape Analysis in Deep Neural Networks: Eliminating Decreas …

Paper Group ANR 1190

January 27, 2020

LED2Net: Deep Illumination-aware Dehazing with Low-light and Detail Enhancement. Deep Scale-spaces: Equivariance Over Scale. Learning Invariant Representations for Sentiment Analysis: The Missing Material is Datasets. A Distraction Score for Watermarks. Learning to Sit: Synthesizing Human-Chair Interactions via Hierarchical Control. Proceedings 7th …

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 1213

January 27, 2020

Efficient EM-Variational Inference for Hawkes Process. Expressive mechanisms for equitable rent division on a budget. Contracting Implicit Recurrent Neural Networks: Stable Models with Improved Trainability. What’s in the box? Explaining the black-box model through an evaluation of its interpretable features. Nucleus Neural Network: A Data-driven S …

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 1220

January 27, 2020

Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning. Dual Reconstruction with Densely Connected Residual Network for Single Image Super-Resolution. Photometric Transformer Networks and Label Adjustment for Breast Density Prediction. Protecting from Malware Obfuscation Attacks through Adversarial Risk Analysis. A Universal Approx …

Paper Group ANR 1229

January 27, 2020

Automated Multi-sequence Cardiac MRI Segmentation Using Supervised Domain Adaptation. Spectral Graph Wavelet Transform as Feature Extractor for Machine Learning in Neuroimaging. BERT is Not a Knowledge Base (Yet): Factual Knowledge vs. Name-Based Reasoning in Unsupervised QA. Novelty Detection via Network Saliency in Visual-based Deep Learning. Vis …

Paper Group ANR 1231

January 27, 2020

Abnormal Client Behavior Detection in Federated Learning. Interrupted and cascaded permutation invariant training for speech separation. Mixup-breakdown: a consistency training method for improving generalization of speech separation models. Robust Deep Neural Networks Inspired by Fuzzy Logic. A Reinforcement Learning Approach for the Multichannel …

Paper Group ANR 1243

January 27, 2020

Slim LSTM networks: LSTM_6 and LSTM_C6. Sound Event Detection in Multichannel Audio using Convolutional Time-Frequency-Channel Squeeze and Excitation. Neural ODEs with stochastic vector field mixtures. Estimation of Body Mass Index from Photographs using Deep Convolutional Neural Networks. Framework for Inferring Following Strategies from Time Seri …

Paper Group ANR 1254

January 27, 2020

Current Challenges in Spoken Dialogue Systems and Why They Are Critical for Those Living with Dementia. Optimising the Input Image to Improve Visual Relationship Detection. Deep Learning for Stock Selection Based on High Frequency Price-Volume Data. Combining nonparametric spatial context priors with nonparametric shape priors for dendritic spine s …

Paper Group ANR 1255

January 27, 2020

Provable Smoothness Guarantees for Black-Box Variational Inference. An Adaptive and Fast Convergent Approach to Differentially Private Deep Learning. A Kernel Loss for Solving the Bellman Equation. Incorporating External Knowledge into Machine Reading for Generative Question Answering. Financial Market Directional Forecasting With Stacked Denoising …

Paper Group ANR 1261

January 27, 2020

Residual Pyramid FCN for Robust Follicle Segmentation. A Zero-Shot Learning application in Deep Drawing process using Hyper-Process Model. The Intrinsic Scale of Networks is Small. Convolutional Neural Network-aided Bit-flipping for Belief Propagation Decoding of Polar Codes. Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide …

Paper Group ANR 1269

January 27, 2020

The FACTS of Technology-Assisted Sensitivity Review. k-GANs: Ensemble of Generative Models with Semi-Discrete Optimal Transport. Anytime Lane-Level Intersection Estimation Based on Trajectories of Other Traffic Participants. Data Priming Network for Automatic Check-Out. I-vector Based Features Embedding for Heart Sound Classification. Complicated T …

Paper Group ANR 1273

January 27, 2020

Experimental Study on CTL model checking using Machine Learning. SROBB: Targeted Perceptual Loss for Single Image Super-Resolution. DeepVIO: Self-supervised Deep Learning of Monocular Visual Inertial Odometry using 3D Geometric Constraints. Mitigating Noisy Inputs for Question Answering. Architecture Search of Dynamic Cells for Semantic Video Segme …

Paper Group ANR 1274

January 27, 2020

Wasserstein Dependency Measure for Representation Learning. BEHRT: Transformer for Electronic Health Records. Acquisition of Inflectional Morphology in Artificial Neural Networks With Prior Knowledge. Unbabel’s Submission to the WMT2019 APE Shared Task: BERT-based Encoder-Decoder for Automatic Post-Editing. Mixed-Integer Optimization Approach to Le …