Unsupervised Domain Adaptation

Paper Group ANR 420

January 30, 2020

The generalization error of random features regression: Precise asymptotics and double descent curve. Unpaired Pose Guided Human Image Generation. Optimizing Generalized Rate Metrics through Game Equilibrium. Neural View-Interpolation for Sparse Light Field Video. Growing a Brain: Fine-Tuning by Increasing Model Capacity. Efficient training and des …

Paper Group ANR 437

January 30, 2020

Characteristic Regularisation for Super-Resolving Face Images. Wasserstein Distance Based Domain Adaptation for Object Detection. Activation Adaptation in Neural Networks. Optimal initialization of K-means using Particle Swarm Optimization. Low-Rank Approximation from Communication Complexity. Memory-Augmented Recurrent Neural Networks Can Learn Ge …

Paper Group ANR 481

January 29, 2020

Unsupervised Domain Adaptation using Feature-Whitening and Consensus Loss. GANCoder: An Automatic Natural Language-to-Programming Language Translation Approach based on GAN. A Compositional Model of Multi-faceted Trust for Personalized Item Recommendation. Hybrid-FL for Wireless Networks: Cooperative Learning Mechanism Using Non-IID Data. Spectral …

Paper Group ANR 494

January 29, 2020

Sharper bounds for uniformly stable algorithms. Graph-based Discriminators: Sample Complexity and Expressiveness. Domain specific cues improve robustness of deep learning based segmentation of ct volumes. Modelling Bushfire Evacuation Behaviours. Tropical Polynomial Division and Neural Networks. State Estimation in Visual Inertial Autonomous Helico …

Paper Group ANR 505

January 29, 2020

Lightweight Residual Network for The Classification of Thyroid Nodules. Brain MRI Segmentation using Rule-Based Hybrid Approach. Heterogeneity-Aware Asynchronous Decentralized Training. Human-Centered Artificial Intelligence and Machine Learning. The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision. …

Paper Group ANR 520

January 29, 2020

NEARBY Platform: Algorithm for Automated Asteroids Detection in Astronomical Images. On the Efficiency of the Sinkhorn and Greenkhorn Algorithms and Their Acceleration for Optimal Transport. DexPilot: Vision Based Teleoperation of Dexterous Robotic Hand-Arm System. Analysis of the $(μ/μ_I,λ)$-CSA-ES with Repair by Projection Applied to a Conically …

Paper Group ANR 537

January 29, 2020

Approximate Inference in Structured Instances with Noisy Categorical Observations. Fault Detection Using Nonlinear Low-Dimensional Representation of Sensor Data. Energy-Efficient Thermal Comfort Control in Smart Buildings via Deep Reinforcement Learning. City-scale Road Extraction from Satellite Imagery. Unsupervised Deep Feature Transfer for Low R …

Paper Group ANR 596

January 29, 2020

Learning-Based Video Game Development in MLP@UoM: An Overview. Deep learning-based prediction of kinetic parameters from myocardial perfusion MRI. Quantum-Assisted Genetic Algorithm. Dynamic Ensemble Modeling Approach to Nonstationary Neural Decoding in Brain-Computer Interfaces. CoKE: Contextualized Knowledge Graph Embedding. DEGAS: Differentiable …

Paper Group ANR 660

January 29, 2020

CASTNet: Community-Attentive Spatio-Temporal Networks for Opioid Overdose Forecasting. Approximate Inference for Fully Bayesian Gaussian Process Regression. Strategic Classification is Causal Modeling in Disguise. Probabilistic Safety Constraints for Learned High Relative Degree System Dynamics. Optimising Individual-Treatment-Effect Using Bandits. …

Paper Group ANR 661

January 29, 2020

ASP-Core-2 Input Language Format. Explainability Fact Sheets: A Framework for Systematic Assessment of Explainable Approaches. Syntactic Interchangeability in Word Embedding Models. Learning to see across Domains and Modalities. Patch-based Generative Adversarial Network Towards Retinal Vessel Segmentation. On Learning Invariant Representation for …

Paper Group ANR 671

January 29, 2020

On-line learning dynamics of ReLU neural networks using statistical physics techniques. Virtual Ground Truth, and Pre-selection of 3D Interest Points for Improved Repeatability Evaluation of 2D Detectors. A new Backdoor Attack in CNNs by training set corruption without label poisoning. Kernel Mean Embedding of Instance-wise Predictions in Multiple …

Paper Group ANR 736

January 29, 2020

Distant Pedestrian Detection in the Wild using Single Shot Detector with Deep Convolutional Generative Adversarial Networks. Non-congruent non-degenerate curves with identical signatures. Computing the Value of Data: Towards Applied Data Minimalism. Convolutional Recurrent Reconstructive Network for Spatiotemporal Anomaly Detection in Solder Paste …

Paper Group ANR 768

January 29, 2020

Truly Generalizable Radiograph Segmentation with Conditional Domain Adaptation. Sign Language Recognition Analysis using Multimodal Data. MinCall - MinION end2end convolutional deep learning basecaller. AI-based Pilgrim Detection using Convolutional Neural Networks. Obj-GloVe: Scene-Based Contextual Object Embedding. Fake news detection using Deep …

Paper Group ANR 1031

January 28, 2020

Federated Imitation Learning: A Privacy Considered Imitation Learning Framework for Cloud Robotic Systems with Heterogeneous Sensor Data. Design Space Exploration as Quantified Satisfaction. Conditional Vehicle Trajectories Prediction in CARLA Urban Environment. Learning Vision-based Flight in Drone Swarms by Imitation. Word Usage Similarity Estima …

Paper Group ANR 1044

January 28, 2020

Efficient Learning of Distributed Linear-Quadratic Controllers. Self-Supervised Convolutional Subspace Clustering Network. Unsupervised Domain Adaptation of Language Models for Reading Comprehension. Deep Instance-Level Hard Negative Mining Model for Histopathology Images. Deep Flow-Guided Video Inpainting. Automatic Image Pixel Clustering based on …

Paper Group ANR 1049

January 28, 2020

Prediction of Dashed Café Wall illusion by the Classical Receptive Field Model. EEG-Based Emotion Recognition Using Regularized Graph Neural Networks. Active inference body perception and action for humanoid robots. Invariant Tensor Feature Coding. Adversarial Video Generation on Complex Datasets. Distilling Policy Distillation. Permutation Recover …

Paper Group ANR 770

January 28, 2020

Global Fitting of the Response Surface via Estimating Multiple Contours of a Simulator. Visualizing High Dimensional Dynamical Processes. Deep Learning Approach on Information Diffusion in Heterogeneous Networks. A Convolutional Forward and Back-Projection Model for Fan-Beam Geometry. L 1-norm double backpropagation adversarial defense. Perceptuall …

Paper Group ANR 772

January 28, 2020

Biases for Emergent Communication in Multi-agent Reinforcement Learning. LOGAN: Unpaired Shape Transform in Latent Overcomplete Space. Adversarial Attacks on Spoofing Countermeasures of automatic speaker verification. Human detection of machine manipulated media. Self-Adaptive Soft Voice Activity Detection using Deep Neural Networks for Robust Spea …

Paper Group ANR 784

January 28, 2020

Learning to Request Guidance in Emergent Communication. Machine Learning and Big Scientific Data. Fluxonic Processing of Photonic Synapse Events. SPMF: A Social Trust and Preference Segmentation-based Matrix Factorization Recommendation Algorithm. Rotation-invariant shipwreck recognition with forward-looking sonar. Inferring Javascript types using …

Paper Group ANR 801

January 28, 2020

The Ant Swarm Neuro-Evolution Procedure for Optimizing Recurrent Networks. Few-shot Adaptive Faster R-CNN. Semi-Supervised Multitask Learning on Multispectral Satellite Images Using Wasserstein Generative Adversarial Networks (GANs) for Predicting Poverty. Collapsed Amortized Variational Inference for Switching Nonlinear Dynamical Systems. Improvin …

Paper Group ANR 806

January 28, 2020

CUNI Systems for the Unsupervised News Translation Task in WMT 2019. MCTS-based Automated Negotiation Agent. Ensemble Clustering for Graphs: Comparisons and Applications. Fair Near Neighbor Search: Independent Range Sampling in High Dimensions. Dealing with Sparse Rewards in Reinforcement Learning. Transferable End-to-End Aspect-based Sentiment Ana …

Paper Group ANR 844

January 28, 2020

The Deterministic plus Stochastic Model of the Residual Signal and its Applications. Multi-Resolution 3D CNN for MRI Brain Tumor Segmentation and Survival Prediction. 4X4 Census Transform. Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion?. Learning from Implicit Information in Natural Language Instructions for Robo …

Paper Group ANR 869

January 28, 2020

Class Activation Map Generation by Representative Class Selection and Multi-Layer Feature Fusion. Clustering piecewise stationary processes. Large-Margin Multiple Kernel Learning for Discriminative Features Selection and Representation Learning. Importance-Aware Semantic Segmentation with Efficient Pyramidal Context Network for Navigational Assista …

Paper Group ANR 901

January 28, 2020

The Adversarial Machine Learning Conundrum: Can The Insecurity of ML Become The Achilles’ Heel of Cognitive Networks?. Deep Anchored Convolutional Neural Networks. The Virtual Patch Clamp: Imputing C. elegans Membrane Potentials from Calcium Imaging. Time series cluster kernels to exploit informative missingness and incomplete label information. Cl …

Paper Group ANR 919

January 28, 2020

Local Area Transform for Cross-Modality Correspondence Matching and Deep Scene Recognition. Simultaneous Neural Machine Translation using Connectionist Temporal Classification. Neural Machine Translation with Explicit Phrase Alignment. Precipitation Nowcasting with Satellite Imagery. Chinese Street View Text: Large-scale Chinese Text Reading with P …

Paper Group ANR 943

January 28, 2020

Tiered Latent Representations and Latent Spaces for Molecular Graphs. CMU GetGoing: An Understandable and Memorable Dialog System for Seniors. REP: Predicting the Time-Course of Drug Sensitivity. Deep Context-Aware Kernel Networks. Explainable Failure Predictions with RNN Classifiers based on Time Series Data. Indoor Signal Focusing with Deep Learn …

Paper Group ANR 944

January 28, 2020

Universality Theorems for Generative Models. Joint Semantic Domain Alignment and Target Classifier Learning for Unsupervised Domain Adaptation. Guided Layer-wise Learning for Deep Models using Side Information. End-to-End Spoken Language Translation. Seq2Biseq: Bidirectional Output-wise Recurrent Neural Networks for Sequence Modelling. Dynamical Sy …

Paper Group ANR 981

January 28, 2020

Online Synthesis for Runtime Enforcement of Safety in Multi-Agent Systems. Data hiding in complex-amplitude modulation using a digital micromirror device. Geometric Wavelet Scattering Networks on Compact Riemannian Manifolds. Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention. Outlier-Robust Spatia …