Unsupervised Domain Adaptation

Paper Group AWR 341

October 20, 2019

Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP. S-RL Toolbox: Environments, Datasets and Evaluation Metrics for State Representation Learning. Scalable Micro-planned Generation of Discourse from Structured Data. The Double Sphere Camera Model. Hyperparameters and Tuning Strategies for Random Forest. SqueezeSegV2: I …

Paper Group AWR 346

October 20, 2019

Densely Connected Bidirectional LSTM with Applications to Sentence Classification. Adversarial Spheres. Learning monocular depth estimation with unsupervised trinocular assumptions. Convolutional Simplex Projection Network (CSPN) for Weakly Supervised Semantic Segmentation. Locally Private Bayesian Inference for Count Models. Multichannel Semantic …

Paper Group ANR 107

October 19, 2019

Unsupervised Domain Adaptation for Learning Eye Gaze from a Million Synthetic Images: An Adversarial Approach. Kalman-based Spectro-Temporal ECG Analysis using Deep Convolutional Networks for Atrial Fibrillation Detection. A Feature Clustering Approach Based on Histogram of Oriented Optical Flow and Superpixels. Non-Intrusive Signature Extraction f …

Paper Group ANR 185

October 19, 2019

A Survey of Domain Adaptation for Neural Machine Translation. A Neural Network Aided Approach for LDPC Coded DCO-OFDM with Clipping Distortion. Regularizing Deep Networks by Modeling and Predicting Label Structure. InceptB: A CNN Based Classification Approach for Recognizing Traditional Bengali Games. Hallucinating Agnostic Images to Generalize Acr …

Paper Group ANR 190

October 19, 2019

Directed Exploration in PAC Model-Free Reinforcement Learning. Query2Vec: An Evaluation of NLP Techniques for Generalized Workload Analytics. Learning agent’s spatial configuration from sensorimotor invariants. Reinforcement learning for non-prehensile manipulation: Transfer from simulation to physical system. Penalized matrix decomposition for den …

Paper Group ANR 206

October 19, 2019

Knowledge-enriched Two-layered Attention Network for Sentiment Analysis. Law and Adversarial Machine Learning. ClusterNet: 3D Instance Segmentation in RGB-D Images. Deep Discriminative Learning for Unsupervised Domain Adaptation. Knowledge Graph Embedding with Multiple Relation Projections. Cross-lingual Word Analogies using Linear Transformations …

Paper Group ANR 208

October 19, 2019

HMS-Net: Hierarchical Multi-scale Sparsity-invariant Network for Sparse Depth Completion. SPIGAN: Privileged Adversarial Learning from Simulation. Rain Removal By Image Quasi-Sparsity Priors. Removing rain streaks by a linear model. A Deep Tree-Structured Fusion Model for Single Image Deraining. Towards Semi-Supervised Learning for Deep Semantic Ro …

Paper Group ANR 214

October 19, 2019

Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks. PG-TS: Improved Thompson Sampling for Logistic Contextual Bandits. Understanding Behavior of Clinical Models under Domain Shifts. Structure Learning of Markov Random Fields through Grow-Shrink Maximum Pseudolikelihood Estimation. Cluster-based App …

Paper Group ANR 218

October 19, 2019

Bridging the Gap Between 2D and 3D Organ Segmentation with Volumetric Fusion Net. Qunatification of Metabolites in MR Spectroscopic Imaging using Machine Learning. Improving robustness of classifiers by training against live traffic. The Corpus Replication Task. Multi range Real-time depth inference from a monocular stabilized footage using a Fully …

Paper Group ANR 230

October 19, 2019

i3PosNet: Instrument Pose Estimation from X-Ray in temporal bone surgery. LoopSmart: Smart Visual SLAM Through Surface Loop Closure. Model Interpretation: A Unified Derivative-based Framework for Nonparametric Regression and Supervised Machine Learning. A Stacked Autoencoder Neural Network based Automated Feature Extraction Method for Anomaly detec …

Paper Group ANR 238

October 19, 2019

Learning to Estimate 3D Human Pose and Shape from a Single Color Image. Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising. NICE: Noise Injection and Clamping Estimation for Neural Network Quantization. Organizing Experience: A Deeper Look at Replay Mechanisms for Sample-based Planning in Continuous State Domains. A Comparison …

Paper Group ANR 245

October 19, 2019

State Distribution-aware Sampling for Deep Q-learning. Deep learning for dehazing: Comparison and analysis. On Attention Models for Human Activity Recognition. The MeMAD Submission to the IWSLT 2018 Speech Translation Task. Learning and Querying Fast Generative Models for Reinforcement Learning. Investigating Linguistic Pattern Ordering in Hierarch …

Paper Group ANR 295

October 19, 2019

Adversarially Robust Generalization Requires More Data. A Group-Theoretic Approach to Computational Abstraction: Symmetry-Driven Hierarchical Clustering. Generalised Differential Privacy for Text Document Processing. Combating Uncertainty with Novel Losses for Automatic Left Atrium Segmentation. Convergence of the Expectation-Maximization Algorithm …

Paper Group ANR 305

October 19, 2019

Moment Matching for Multi-Source Domain Adaptation. On Oracle-Efficient PAC RL with Rich Observations. Deep Neural Maps. Memory-Augmented Neural Networks for Predictive Process Analytics. Field-Programmable Deep Neural Network (DNN) Learning and Inference accelerator: a concept. Multilayered Model of Speech. Efficient Distributed Hessian Free Algor …

Paper Group ANR 383

October 19, 2019

Learning Invariances using the Marginal Likelihood. Unsupervised RGBD Video Object Segmentation Using GANs. Duluth UROP at SemEval-2018 Task 2: Multilingual Emoji Prediction with Ensemble Learning and Oversampling. Combining Long Short Term Memory and Convolutional Neural Network for Cross-Sentence n-ary Relation Extraction. Neural Compositional De …

Paper Group ANR 418

October 18, 2019

Iris-GAN: Learning to Generate Realistic Iris Images Using Convolutional GAN. Machine Learning for Public Administration Research, with Application to Organizational Reputation. Subspace Embedding and Linear Regression with Orlicz Norm. SurReal: enhancing Surgical simulation Realism using style transfer. A punishment voting algorithm based on super …

Paper Group ANR 422

October 18, 2019

Learning Sparse Wavelet Representations. Augmented Cyclic Adversarial Learning for Low Resource Domain Adaptation. A Fast Hierarchically Preconditioned Eigensolver Based On Multiresolution Matrix Decomposition. Tetris: Re-architecting Convolutional Neural Network Computation for Machine Learning Accelerators. Automatic Classifiers as Scientific Ins …

Paper Group ANR 423

October 18, 2019

Towards one-shot learning for rare-word translation with external experts. Deep Versus Wide Convolutional Neural Networks for Object Recognition on Neuromorphic System. Flexible Attributed Network Embedding. GradAscent at EmoInt-2017: Character- and Word-Level Recurrent Neural Network Models for Tweet Emotion Intensity Detection. Transfer Learning …

Paper Group ANR 438

October 18, 2019

A Formulation of Recursive Self-Improvement and Its Possible Efficiency. Tensor Embedding: A Supervised Framework for Human Behavioral Data Mining and Prediction. Exploiting Invertible Decoders for Unsupervised Sentence Representation Learning. Nearly-tight bounds on linear regions of piecewise linear neural networks. Geometry-Based Multiple Camera …

Paper Group ANR 509

October 18, 2019

Model-Based Regularization for Deep Reinforcement Learning with Transcoder Networks. Modelling Point Spread Function in Fluorescence Microscopy with a Sparse Combination of Gaussian Mixture: Trade-off between Accuracy and Efficiency. mQAPViz: A divide-and-conquer multi-objective optimization algorithm to compute large data visualizations. Diversity …

Paper Group ANR 517

October 18, 2019

2D Reconstruction of Small Intestine’s Interior Wall. Human Motion Modeling using DVGANs. Monotonic classification: an overview on algorithms, performance measures and data sets. Discovering heterogeneous subpopulations for fine-grained analysis of opioid use and opioid use disorders. Effective Learning of Probabilistic Models for Clinical Predicti …

Paper Group ANR 538

October 18, 2019

SARN: Relational Reasoning through Sequential Attention. Learning Local Metrics and Influential Regions for Classification. Spatiotemporal CNNs for Pornography Detection in Videos. Fighting Offensive Language on Social Media with Unsupervised Text Style Transfer. Equivalent Lipschitz surrogates for zero-norm and rank optimization problems. Designin …

Paper Group ANR 561

October 18, 2019

Some Approximation Bounds for Deep Networks. Online Bandit Linear Optimization: A Study. Adversarial Domain Adaptation for Classification of Prostate Histopathology Whole-Slide Images. From Hashing to CNNs: Training BinaryWeight Networks via Hashing. Generating new pictures in complex datasets with a simple neural network. The RGNLP Machine Transla …

Paper Group ANR 562

October 18, 2019

Low-Complexity Data-Parallel Earth Mover’s Distance Approximations. Protection Against Reconstruction and Its Applications in Private Federated Learning. Artifacts Detection and Error Block Analysis from Broadcasted Videos. Gradient Agreement as an Optimization Objective for Meta-Learning. Relational Long Short-Term Memory for Video Action Recognit …

Paper Group ANR 574

October 18, 2019

Proactive Security: Embedded AI Solution for Violent and Abusive Speech Recognition. High Dimensional Robust Sparse Regression. Robust pose tracking with a joint model of appearance and shape. Multilayer Network Model of Movie Script. Small Organ Segmentation in Whole-body MRI using a Two-stage FCN and Weighting Schemes. On a hypergraph probabilist …

Paper Group ANR 659

October 18, 2019

Image Inpainting using Block-wise Procedural Training with Annealed Adversarial Counterpart. A geometric characterisation of sensitivity analysis in monomial models. Multi-label Learning Based Deep Transfer Neural Network for Facial Attribute Classification. Dual approach for object tracking based on optical flow and swarm intelligence. Artificial …

Paper Group ANR 683

October 17, 2019

Tensorized Self-Attention: Efficiently Modeling Pairwise and Global Dependencies Together. Combining Learned Lyrical Structures and Vocabulary for Improved Lyric Generation. Group-Attention Single-Shot Detector (GA-SSD): Finding Pulmonary Nodules in Large-Scale CT Images. Adaptive View Planning for Aerial 3D Reconstruction. Beliefs in Decision-Maki …

Paper Group ANR 688

October 17, 2019

Distilling with Performance Enhanced Students. On the Complexity of Value Iteration. Active Object Reconstruction Using a Guided View Planner. Superconducting Optoelectronic Neurons I: General Principles. An Improved Phrase-based Approach to Annotating and Summarizing Student Course Responses. Pathwise Derivatives for Multivariate Distributions. Ev …