Representation Learning

Paper Group ANR 250

January 30, 2020

Deep Hashing using Entropy Regularised Product Quantisation Network. Text Modeling with Syntax-Aware Variational Autoencoders. Zero-Shot Cross-Lingual Opinion Target Extraction. Language Independent Sequence Labelling for Opinion Target Extraction. LuNet: A Deep Neural Network for Network Intrusion Detection. Overfitting of neural nets under class …

Paper Group ANR 255

January 30, 2020

Visual Understanding and Narration: A Deeper Understanding and Explanation of Visual Scenes. Real-time interactive magnetic resonance (MR) temperature imaging in both aqueous and adipose tissues using cascaded deep neural networks for MR-guided focused ultrasound surgery (MRgFUS). Fine-grained Search Space Classification for Hard Enumeration Varian …

Paper Group ANR 261

January 30, 2020

Reconstructing Network Inputs with Additive Perturbation Signatures. 3D Reconstruction of Whole Stomach from Endoscope Video Using Structure-from-Motion. Semi-supervised Learning of Fetal Anatomy from Ultrasound. Offset Sampling Improves Deep Learning based Accelerated MRI Reconstructions by Exploiting Symmetry. Variable Neighborhood Search for the …

Paper Group ANR 263

January 30, 2020

Extreme Language Model Compression with Optimal Subwords and Shared Projections. Simultaneous Subspace Clustering and Cluster Number Estimating based on Triplet Relationship. SMAUG: End-to-End Full-Stack Simulation Infrastructure for Deep Learning Workloads. Prediction with Unpredictable Feature Evolution. Permutation-invariant Feature Restructurin …

Paper Group ANR 264

January 30, 2020

Polyp Detection and Segmentation using Mask R-CNN: Does a Deeper Feature Extractor CNN Always Perform Better?. EVO* 2019 – Late-Breaking Abstracts Volume. Adversarial Deep Learning in EEG Biometrics. Reproducible White Matter Tract Segmentation Using 3D U-Net on a Large-scale DTI Dataset. Sentence Rewriting for Semantic Parsing. Computing Optimal …

Paper Group ANR 266

January 30, 2020

Graph Mining Meets Crowdsourcing: Extracting Experts for Answer Aggregation. The Daunting Task of Real-World Textual Style Transfer Auto-Evaluation. Approximating probabilistic models as weighted finite automata. CAESAR source finder: recent developments and testing. Analysis of “User-Specific Effect” and Impact of Operator Skills on Fingerprint PA …

Paper Group ANR 275

January 30, 2020

SetGAN: Improving the stability and diversity of generative models through a permutation invariant architecture. Technical notes: Syntax-aware Representation Learning With Pointer Networks. Automatic Model Building in GEFCom 2017 Qualifying Match. Quantum Observables for continuous control of the Quantum Approximate Optimization Algorithm via Reinf …

Paper Group ANR 280

January 30, 2020

A Benchmark on Tricks for Large-scale Image Retrieval. Multilayer Collaborative Low-Rank Coding Network for Robust Deep Subspace Discovery. What Question Answering can Learn from Trivia Nerds. Support and Invertibility in Domain-Invariant Representations. Multi-task Sentence Encoding Model for Semantic Retrieval in Question Answering Systems. Hybri …

Paper Group ANR 281

January 30, 2020

Exploring AI Futures Through Role Play. Discriminating Original Region from Duplicated One in Copy-Move Forgery. Discourse Behavior of Older Adults Interacting With a Dialogue Agent Competent in Multiple Topics. Bridging Disentanglement with Independence and Conditional Independence via Mutual Information for Representation Learning. An Inception I …

Paper Group ANR 285

January 30, 2020

A Gated Self-attention Memory Network for Answer Selection. Convergence Rates for Gaussian Mixtures of Experts. Semantic categories of artifacts and animals reflect efficient coding. AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration. Boosted Attention: Leveraging Human Attent …

Paper Group ANR 289

January 30, 2020

Online Collection and Forecasting of Resource Utilization in Large-Scale Distributed Systems. Improvement of the Izhikevich model based on the rat basolateral amygdala and hippocampus neurons, and recognition of their possible firing patterns. Implementing Binarized Neural Networks with Magnetoresistive RAM without Error Correction. Foundations of …

Paper Group ANR 290

January 30, 2020

Incremental Online Spoken Language Understanding. Iterative Delexicalization for Improved Spoken Language Understanding. A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification. A Taxonomy of Channel Pruning Signals in CNNs. Energy-Aware Analog Aggregation for Federated Learning with Redundant Data. LivDet in Action - Fi …

Paper Group ANR 297

January 30, 2020

A Framework for Evaluating Agricultural Ontologies. Equations Derivation of VINS-Mono. Hyperlink Regression via Bregman Divergence. Identifying Adversarial Sentences by Analyzing Text Complexity. Pólygamma Data Augmentation to address Non-conjugacy in the Bayesian Estimation of Mixed Multinomial Logit Models. Predicting Louisiana Public High School …

Paper Group ANR 303

January 30, 2020

RPC: A Large-Scale Retail Product Checkout Dataset. A machine learning method correlating pulse pressure wave data with pregnancy. Representation Learning on Unit Ball with 3D Roto-Translational Equivariance. Towards a General Model of Knowledge for Facial Analysis by Multi-Source Transfer Learning. Automatic Hierarchical Classification of Kelps us …

Paper Group ANR 314

January 30, 2020

Collaborative Filtering and Multi-Label Classification with Matrix Factorization. Neighborhood Cognition Consistent Multi-Agent Reinforcement Learning. An Adaptive Stochastic Nesterov Accelerated Quasi Newton Method for Training RNNs. Deep Multi Label Classification in Affine Subspaces. Deep Learning for UL/DL Channel Calibration in Generic Massive …

Paper Group ANR 317

January 30, 2020

Multi-Level Bottom-Top and Top-Bottom Feature Fusion for Crowd Counting. Evaluating Crowd Density Estimators via Their Uncertainty Bounds. Thompson Sampling with Information Relaxation Penalties. Extension of Convolutional Neural Network with General Image Processing Kernels. Fashion++: Minimal Edits for Outfit Improvement. The Function Representat …

Paper Group ANR 319

January 30, 2020

Discovery and Separation of Features for Invariant Representation Learning. Structure-preserving Method for Reconstructing Unknown Hamiltonian Systems from Trajectory Data. Modeling somatic computation with non-neural bioelectric networks. Learning from Bandit Feedback: An Overview of the State-of-the-art. Implicit Regularization for Optimal Sparse …

Paper Group ANR 320

January 30, 2020

MDFN: Multi-Scale Deep Feature Learning Network for Object Detection. Iterated two-phase local search for the Set-Union Knapsack Problem. Krylov Subspace Method for Nonlinear Dynamical Systems with Random Noise. Neuromorphic Acceleration for Approximate Bayesian Inference on Neural Networks via Permanent Dropout. The Optimal Approximation Factor in …

Paper Group ANR 322

January 30, 2020

Hiding Faces in Plain Sight: Disrupting AI Face Synthesis with Adversarial Perturbations. OOGAN: Disentangling GAN with One-Hot Sampling and Orthogonal Regularization. Sparse inversion for derivative of log determinant. BADAM: A Public Dataset for Baseline Detection in Arabic-script Manuscripts. Robust learning with implicit residual networks. Moti …

Paper Group ANR 324

January 30, 2020

Deep Learning Solutions for TanDEM-X-based Forest Classification. Gram-Gauss-Newton Method: Learning Overparameterized Neural Networks for Regression Problems. Data-generating models under which the random forest algorithm performs badly. ROBEL: Robotics Benchmarks for Learning with Low-Cost Robots. Variational Tracking and Prediction with Generati …

Paper Group ANR 326

January 30, 2020

Safe Contextual Bayesian Optimization for Sustainable Room Temperature PID Control Tuning. Audio-Visual Kinship Verification. Web data mining for public health purposes. Soft Policy Gradient Method for Maximum Entropy Deep Reinforcement Learning. EM-like Learning Chaotic Dynamics from Noisy and Partial Observations. Statistical EL is ExpTime-comple …

Paper Group ANR 331

January 30, 2020

Towards automatic estimation of conversation floors within F-formations. Correlation of Auroral Dynamics and GNSS Scintillation with an Autoencoder. Automated Ground Truth Estimation of Vulnerable Road Users in Automotive Radar Data Using GNSS. Modal-aware Features for Multimodal Hashing. Procedure Planning in Instructional Videos. Feature-Model-Gu …

Paper Group ANR 333

January 30, 2020

DeepTrax: Embedding Graphs of Financial Transactions. Helen: Maliciously Secure Coopetitive Learning for Linear Models. Clustering with Distributed Data. Linking Graph Entities with Multiplicity and Provenance. Centroid-based deep metric learning for speaker recognition. Fast Weakly Supervised Action Segmentation Using Mutual Consistency. Proving D …

Paper Group ANR 337

January 30, 2020

Customer Segmentation of Wireless Trajectory Data. Error Analysis on Graph Laplacian Regularized Estimator. Sparse estimation via $\ell_q$ optimization method in high-dimensional linear regression. MuPNet: Multi-modal Predictive Coding Network for Place Recognition by Unsupervised Learning of Joint Visuo-Tactile Latent Representations. Leaky Tiling …

Paper Group ANR 338

January 30, 2020

Classification des S{é}ries Temporelles Incertaines par Transformation Shapelet. COSTRA 1.0: A Dataset of Complex Sentence Transformations. Data Efficient Direct Speech-to-Text Translation with Modality Agnostic Meta-Learning. Deep Efficient End-to-end Reconstruction (DEER) Network for Low-dose Few-view Breast CT from Projection Data. The Intrinsic …

Paper Group ANR 339

January 30, 2020

Interaction-and-Aggregation Network for Person Re-identification. UrbanRhythm: Revealing Urban Dynamics Hidden in Mobility Data. K-BERT: Enabling Language Representation with Knowledge Graph. Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference. Attentive Spatio-Temporal Representation Learning for Diving Classification. …

Paper Group ANR 343

January 30, 2020

High Frequency Component Helps Explain the Generalization of Convolutional Neural Networks. Hierarchic Neighbors Embedding. Modeling the Biological Pathology Continuum with HSIC-regularized Wasserstein Auto-encoders. Incremental Learning from Scratch for Task-Oriented Dialogue Systems. Scalable and Order-robust Continual Learning with Additive Para …

Paper Group ANR 356

January 30, 2020

MolecularRNN: Generating realistic molecular graphs with optimized properties. Deep Fitting Degree Scoring Network for Monocular 3D Object Detection. Voice command generation using Progressive Wavegans. A survey on acoustic sensing. Group-Connected Multilayer Perceptron Networks. Contrastive Reasons Detection and Clustering from Online Polarized De …