Unsupervised Domain Adaptation

Paper Group ANR 21

Paper Group ANR 21

April 3, 2020

RGB-Topography and X-rays Image Registration for Idiopathic Scoliosis Children Patient Follow-up. Convex Hull Monte-Carlo Tree Search. A Multiple Decoder CNN for Inverse Consistent 3D Image Registration. Medical Image Registration Using Deep Neural Networks: A Comprehensive Review. Comparative Visual Analytics for Assessing Medical Records with Seq …
Paper Group ANR 39

Paper Group ANR 39

April 3, 2020

Physics Informed Deep Learning for Transport in Porous Media. Buckley Leverett Problem. Super-efficiency of automatic differentiation for functions defined as a minimum. End-to-end Emotion-Cause Pair Extraction via Learning to Link. Recurrent Dirichlet Belief Networks for Interpretable Dynamic Relational Data Modelling. Interpretable and Fair Compa …
Paper Group ANR 42

Paper Group ANR 42

April 3, 2020

Optimized Feature Space Learning for Generating Efficient Binary Codes for Image Retrieval. SOLAR: Second-Order Loss and Attention for Image Retrieval. GIQA: Generated Image Quality Assessment. Evaluation of Rounding Functions in Nearest-Neighbor Interpolation. Traffic Modelling and Prediction via Symbolic Regression on Road Sensor Data. Embedding …
Paper Group ANR 45

Paper Group ANR 45

April 3, 2020

Asymptotic Analysis of Sampling Estimators for Randomized Numerical Linear Algebra Algorithms. Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning. Closing the convergence gap of SGD without replacement. BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models. Image-to-image Neural Network for Additi …
Paper Group ANR 5

Paper Group ANR 5

April 3, 2020

Be Like Water: Robustness to Extraneous Variables Via Adaptive Feature Normalization. BB_Evac: Fast Location-Sensitive Behavior-Based Building Evacuation. AE-OT-GAN: Training GANs from data specific latent distribution. Optimal Confidence Regions for the Multinomial Parameter. Domain Decluttering: Simplifying Images to Mitigate Synthetic-Real Domai …
Paper Group ANR 62

Paper Group ANR 62

April 3, 2020

Performance of Statistical and Machine Learning Techniques for Physical Layer Authentication. ProxEmo: Gait-based Emotion Learning and Multi-view Proxemic Fusion for Socially-Aware Robot Navigation. A novel tree-structured point cloud dataset for skeletonization algorithm evaluation. Deep Learning Stereo Vision at the edge. An End-to-end Deep Learn …
Paper Group ANR 73

Paper Group ANR 73

April 3, 2020

Domain Adaptation via Teacher-Student Learning for End-to-End Speech Recognition. Online LiDAR-SLAM for Legged Robots with Robust Registration and Deep-Learned Loop Closure. Decentralized SGD with Over-the-Air Computation. MaxUp: A Simple Way to Improve Generalization of Neural Network Training. Neural Kernels Without Tangents. On the Convergence o …
Paper Group ANR 74

Paper Group ANR 74

April 3, 2020

Control Frequency Adaptation via Action Persistence in Batch Reinforcement Learning. Deep Adaptive Semantic Logic (DASL): Compiling Declarative Knowledge into Deep Neural Networks. HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing. Using Automated Theorem Provers for Mistake Diagnosis in the Didact …
Paper Group AWR 11

Paper Group AWR 11

April 3, 2020

DiverseDepth: Affine-invariant Depth Prediction Using Diverse Data. Towards Accurate Vehicle Behaviour Classification With Multi-Relational Graph Convolutional Networks. Common-Knowledge Concept Recognition for SEVA. AvatarMe: Realistically Renderable 3D Facial Reconstruction “in-the-wild”. Sketch Less for More: On-the-Fly Fine-Grained Sketch Based …
Paper Group AWR 24

Paper Group AWR 24

April 3, 2020

Advbox: a toolbox to generate adversarial examples that fool neural networks. On the Learning Property of Logistic and Softmax Losses for Deep Neural Networks. Inductive Document Network Embedding with Topic-Word Attention. Explaining Away Attacks Against Neural Networks. Predicting Many Properties of a Quantum System from Very Few Measurements. Mu …
Paper Group AWR 28

Paper Group AWR 28

April 3, 2020

Using Reinforcement Learning in the Algorithmic Trading Problem. Hyperspectral Classification Based on 3D Asymmetric Inception Network with Data Fusion Transfer Learning. Variational Inference with Vine Copulas: An efficient Approach for Bayesian Computer Model Calibration. Ensemble neural network forecasts with singular value decomposition. Error …
Paper Group AWR 51

Paper Group AWR 51

April 3, 2020

Semantic-based End-to-End Learning for Typhoon Intensity Prediction. Deep Multi-attributed Graph Translation with Node-Edge Co-evolution. Invariant Rationalization. Non-Adversarial Video Synthesis with Learned Priors. StageNet: Stage-Aware Neural Networks for Health Risk Prediction. Cooling-Shrinking Attack: Blinding the Tracker with Imperceptible …
Paper Group AWR 53

Paper Group AWR 53

April 3, 2020

Selective Weak Supervision for Neural Information Retrieval. Neural Networks in Evolutionary Dynamic Constrained Optimization: Computational Cost and Benefits. Adaptive Offline Quintuplet Loss for Image-Text Matching. Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE. Exponential Step Sizes for Non-Convex Optimization. Tree++: Truncat …
Paper Group AWR 56

Paper Group AWR 56

April 3, 2020

ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection. Entropy Minimization vs. Diversity Maximization for Domain Adaptation. Supporting Interoperability Between Open-Source Search Engines with the Common Index File Format. Social navigation with human empowerment driven reinforcement learning. Tensor-to-Vector Regression f …
Paper Group AWR 65

Paper Group AWR 65

April 3, 2020

Tensor network approaches for learning non-linear dynamical laws. Error bounds in estimating the out-of-sample prediction error using leave-one-out cross validation in high-dimensions. Learning Generative Models using Denoising Density Estimators. Unsupervised Multi-Class Domain Adaptation: Theory, Algorithms, and Practice. Gossip and Attend: Conte …
Paper Group AWR 7

Paper Group AWR 7

April 3, 2020

ScanSSD: Scanning Single Shot Detector for Mathematical Formulas in PDF Document Images. Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations. Machine-Learning-Based Diagnostics of EEG Pathology. MAST: A Memory-Augmented Self-supervised Tracker. Selecting time-series hyperparameters with the ar …
Paper Group AWR 76

Paper Group AWR 76

April 3, 2020

Self-guided Approximate Linear Programs. Predicting trends in the quality of state-of-the-art neural networks without access to training or testing data. Improved Techniques for Training Single-Image GANs. A C Code Generator for Fast Inference and Simple Deployment of Convolutional Neural Networks on Resource Constrained Systems. Image Fine-grained …
Paper Group AWR 78

Paper Group AWR 78

April 3, 2020

Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation. Nmbr9 as a Constraint Programming Challenge. Cross-Modality Paired-Images Generation for RGB-Infrared Person Re-Identification. Learning Diverse Features with Part-Level Resolution for Person Re-Identification. SMOKE: Single-Stage Monocular 3D Object Detection via Keypoint E …
Paper Group ANR 123

Paper Group ANR 123

April 2, 2020

Enlarging Discriminative Power by Adding an Extra Class in Unsupervised Domain Adaptation. Bi-Directional Generation for Unsupervised Domain Adaptation. LAMBERT: Layout-Aware language Modeling using BERT for information extraction. B-PINNs: Bayesian Physics-Informed Neural Networks for Forward and Inverse PDE Problems with Noisy Data. Adaptive Loss …
Paper Group ANR 160

Paper Group ANR 160

April 2, 2020

Towards Universal Representation Learning for Deep Face Recognition. Second-Order Guarantees in Centralized, Federated and Decentralized Nonconvex Optimization. Social Media Attributions in the Context of Water Crisis. Propagating Asymptotic-Estimated Gradients for Low Bitwidth Quantized Neural Networks. Communication-Efficient Distributed SVD via …
Paper Group ANR 163

Paper Group ANR 163

April 2, 2020

Joint Multiclass Debiasing of Word Embeddings. Deep Reinforcement Learning for Complex Manipulation Tasks with Sparse Feedback. Constraining the recent star formation history of galaxies : an Approximate Bayesian Computation approach. Teacher-Student chain for efficient semi-supervised histology image classification. One Explanation Does Not Fit Al …
Paper Group ANR 174

Paper Group ANR 174

April 2, 2020

Unsupervised Domain Adaptation Through Transferring both the Source-Knowledge and Target-Relatedness Simultaneously. Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation. Self-Supervised Fast Adaptation for Denoising via Meta-Learning. A Collaborative Learning Framework via Federated …
Paper Group ANR 176

Paper Group ANR 176

April 2, 2020

Syn2Real: Forgery Classification via Unsupervised Domain Adaptation. Large Hole Image Inpainting With Compress-Decompression Network. SF-Net: Single-Frame Supervision for Temporal Action Localization. Weakly-Supervised Multi-Person Action Recognition in 360$^{\circ}$ Videos. Action Graphs: Weakly-supervised Action Localization with Graph Convolutio …
Paper Group ANR 177

Paper Group ANR 177

April 2, 2020

REST: Performance Improvement of a Black Box Model via RL-based Spatial Transformation. Fully-automated Body Composition Analysis in Routine CT Imaging Using 3D Semantic Segmentation Convolutional Neural Networks. Transfer between long-term and short-term memory using Conceptors. Unbalanced GANs: Pre-training the Generator of Generative Adversarial …
Paper Group ANR 178

Paper Group ANR 178

April 2, 2020

Device Heterogeneity in Federated Learning: A Superquantile Approach. Two Tier Prediction of Stroke Using Artificial Neural Networks and Support Vector Machines. Unsupervised Pixel-level Road Defect Detection via Adversarial Image-to-Frequency Transform. Backward Feature Correction: How Deep Learning Performs Deep Learning. Spectral Clustering Revi …
Paper Group ANR 210

Paper Group ANR 210

April 2, 2020

Fair Principal Component Analysis and Filter Design. Global Convergence of Deep Networks with One Wide Layer Followed by Pyramidal Topology. ChemGrapher: Optical Graph Recognition of Chemical Compounds by Deep Learning. Search Space of Adversarial Perturbations against Image Filters. Estimating Training Data Influence by Tracking Gradient Descent. …
Paper Group ANR 223

Paper Group ANR 223

April 2, 2020

Reservoir computing model of two-dimensional turbulent convection. Contextual Constrained Learning for Dose-Finding Clinical Trials. A Theory of Usable Information Under Computational Constraints. Fairness in ad auctions through inverse proportionality. Practical Annotation Strategies for Question Answering Datasets. Differentially Private k-Means …
Paper Group ANR 231

Paper Group ANR 231

April 2, 2020

RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks. Predictive online optimisation with applications to optical flow. Depth Map Estimation of Dynamic Scenes Using Prior Depth Information. Multi-Modal Domain Adaptation for Fine-Grained Action Recognition. A Model-Based Derivative-Free Approach to Blac …