Time Series

Paper Group AWR 291

February 1, 2020

What the Constant Velocity Model Can Teach Us About Pedestrian Motion Prediction. CProp: Adaptive Learning Rate Scaling from Past Gradient Conformity. Detecting drug-drug interactions using artificial neural networks and classic graph similarity measures. Machine Learning and Deep Learning Algorithms for Bearing Fault Diagnostics – A Comprehensive …

Paper Group AWR 300

February 1, 2020

Label Embedded Dictionary Learning for Image Classification. Content Differences in Syntactic and Semantic Representations. A Deep Generative Model for Graph Layout. Mining Discourse Markers for Unsupervised Sentence Representation Learning. Re-examination of the Role of Latent Variables in Sequence Modeling. A Multi-task Learning Model for Chinese …

Paper Group AWR 301

February 1, 2020

Logo-2K+: A Large-Scale Logo Dataset for Scalable Logo Classification. Meta-learning of textual representations. Query-based Deep Improvisation. Adversarial Feature Distribution Alignment for Semi-Supervised Learning. DeepShift: Towards Multiplication-Less Neural Networks. Multimodal Transformer for Unaligned Multimodal Language Sequences. Aestheti …

Paper Group AWR 326

February 1, 2020

Comyco: Quality-Aware Adaptive Video Streaming via Imitation Learning. Rank-consistent Ordinal Regression for Neural Networks. Learning Spatio-Temporal Representation with Local and Global Diffusion. Robust Lane Detection from Continuous Driving Scenes Using Deep Neural Networks. An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric …

Paper Group AWR 330

February 1, 2020

Arabic Text Diacritization Using Deep Neural Networks. Pose Estimation of Periacetabular Osteotomy Fragments with Intraoperative X-Ray Navigation. Topological Machine Learning for Multivariate Time Series. Uncovering the Semantics of Wikipedia Categories. Estimating Information-Theoretic Quantities with Uncertainty Forests. A Prior of a Googol Gaus …

Paper Group AWR 332

February 1, 2020

Single Deep Counterfactual Regret Minimization. A Convolutional Neural Network for the Automatic Diagnosis of Collagen VI related Muscular Dystrophies. Learning Mixtures of Separable Dictionaries for Tensor Data: Analysis and Algorithms. A Comprehensive Survey on Transfer Learning. SmartBullets: A Cloud-Assisted Bullet Screen Filter based on Deep L …

Paper Group AWR 334

February 1, 2020

GraphTSNE: A Visualization Technique for Graph-Structured Data. Neural Embedding Propagation on Heterogeneous Networks. Attention Based Pruning for Shift Networks. DANE: Domain Adaptive Network Embedding. Fast Visual Object Tracking with Rotated Bounding Boxes. SNU_IDS at SemEval-2019 Task 3: Addressing Training-Test Class Distribution Mismatch in …

Paper Group AWR 338

February 1, 2020

Does It Make Sense? And Why? A Pilot Study for Sense Making and Explanation. Weakly Supervised Energy-Based Learning for Action Segmentation. A Biologically Inspired Visual Working Memory for Deep Networks. Unifying Variational Inference and PAC-Bayes for Supervised Learning that Scales. Well-calibrated Model Uncertainty with Temperature Scaling fo …

Paper Group AWR 340

February 1, 2020

Contrastive Learning of Structured World Models. Span-based Joint Entity and Relation Extraction with Transformer Pre-training. Learning Aberrance Repressed Correlation Filters for Real-Time UAV Tracking. Quantity Tagger: A Latent-Variable Sequence Labeling Approach to Solving Addition-Subtraction Word Problems. Learning Vector-valued Functions wit …

Paper Group AWR 343

February 1, 2020

Neural ODEs as the Deep Limit of ResNets with constant weights. DialectGram: Detecting Dialectal Variation at Multiple Geographic Resolutions. Lung nodule segmentation via level set machine learning. A New Lower Bound for Kullback-Leibler Divergence Based on Hammersley-Chapman-Robbins Bound. Does Adam optimizer keep close to the optimal point?. N2D …

Paper Group AWR 344

February 1, 2020

LGLMF: Local Geographical based Logistic Matrix Factorization Model for POI Recommendation. TabFact: A Large-scale Dataset for Table-based Fact Verification. U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging. Background Suppression Network for Weakly-supervised Temporal Action Localization. Relational Word …

Paper Group AWR 347

February 1, 2020

Clonability of anti-counterfeiting printable graphical codes: a machine learning approach. Reducing the variance in online optimization by transporting past gradients. In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images. Neural-Guided RANSAC: Learning Where to Sample Model Hypotheses. Approxim …

Paper Group AWR 349

February 1, 2020

Dynamic Path-Decomposed Tries. Learning Explainable Models Using Attribution Priors. Likelihood-free MCMC with Amortized Approximate Ratio Estimators. On the Discrepancy between the Theoretical Analysis and Practical Implementations of Compressed Communication for Distributed Deep Learning. Learning Hierarchy-Aware Knowledge Graph Embeddings for Li …

Paper Group AWR 352

February 1, 2020

Unsupervised Deep Epipolar Flow for Stationary or Dynamic Scenes. Deep learning-based electroencephalography analysis: a systematic review. A-MAL: Automatic Motion Assessment Learning from Properly Performed Motions in 3D Skeleton Videos. The Hitchhiker’s Guide to LDA. Anchor Diffusion for Unsupervised Video Object Segmentation. Understanding the I …

Paper Group AWR 78

February 1, 2020

Illumination-Based Data Augmentation for Robust Background Subtraction. Structural Similarity based Anatomical and Functional Brain Imaging Fusion. Boosting: Why You Can Use the HP Filter. One-element Batch Training by Moving Window. Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation. HARE: a Flexible Highlight …

Paper Group AWR 82

February 1, 2020

Adaptive spline fitting with particle swarm optimization. Photo-Realistic Monocular Gaze Redirection Using Generative Adversarial Networks. A Systematic and Meta-analysis Survey of Whale Optimization Algorithm. Functional Adversarial Attacks. A New Ensemble Adversarial Attack Powered by Long-term Gradient Memories. Student Specialization in Deep Re …

Paper Group AWR 84

February 1, 2020

Scalable Extreme Deconvolution. F3Net: Fusion, Feedback and Focus for Salient Object Detection. BERTgrid: Contextualized Embedding for 2D Document Representation and Understanding. A Bayesian Decision Tree Algorithm. Modular Block-diagonal Curvature Approximations for Feedforward Architectures. Depth-Aware Video Frame Interpolation. Neutron: An Imp …

Paper Group AWR 85

February 1, 2020

Synthetic dataset generation for object-to-model deep learning in industrial applications. OpenCL-based FPGA accelerator for disparity map generation with stereoscopic event cameras. Stochastic Gradient MCMC for Nonlinear State Space Models. Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian Co …

Paper Group AWR 86

February 1, 2020

Generative Adversarial Networks in Computer Vision: A Survey and Taxonomy. Exploiting locality in high-dimensional factorial hidden Markov models. Human-In-The-Loop Automatic Program Repair. Anomaly Detection for Industrial Control Systems Using Sequence-to-Sequence Neural Networks. Automatic Differentiable Monte Carlo: Theory and Application. Towa …

Paper Group AWR 87

February 1, 2020

Time-to-Event Prediction with Neural Networks and Cox Regression. The FLoRes Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English. Semantic-Transferable Weakly-Supervised Endoscopic Lesions Segmentation. Theoretically Principled Trade-off between Robustness and Accuracy. Cascade R-CNN: High Quality Object Det …

Paper Group AWR 90

February 1, 2020

X-ray and Visible Spectra Circular Motion Images Dataset. Dual Averaging Method for Online Graph-structured Sparsity. Deep Triplet Quantization. On Tractable Computation of Expected Predictions. Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions. An Introduction to Probabilistic Spiking Neural Networks: Probab …

Paper Group AWR 93

February 1, 2020

Selective Kernel Networks. Efficient training of energy-based models via spin-glass control. CommunityGAN: Community Detection with Generative Adversarial Nets. Utterance-level Aggregation For Speaker Recognition In The Wild. Data-Driven Neuron Allocation for Scale Aggregation Networks. Boltzmann Exploration Expectation-Maximisation. Type-Driven Au …

Paper Group AWR 94

February 1, 2020

Unified Language Model Pre-training for Natural Language Understanding and Generation. Balanced Crossover Operators in Genetic Algorithms. End-to-End Learning of Visual Representations from Uncurated Instructional Videos. Nonlinear Markov Random Fields Learned via Backpropagation. A Delay Metric for Video Object Detection: What Average Precision Fa …

Paper Group AWR 99

February 1, 2020

Joint Discriminative and Generative Learning for Person Re-identification. Gesture Recognition in RGB Videos UsingHuman Body Keypoints and Dynamic Time Warping. High-Resolution Network for Photorealistic Style Transfer. Virtual Reality to Study the Gap Between Offline and Real-Time EMG-based Gesture Recognition. Switchable Whitening for Deep Repres …

Paper Group ANR 110

January 31, 2020

Sequence-to-sequence Pre-training with Data Augmentation for Sentence Rewriting. Robust and Adaptive Planning under Model Uncertainty. 3D Conditional Generative Adversarial Networks to enable large-scale seismic image enhancement. Multiple Hypothesis Tracking Algorithm for Multi-Target Multi-Camera Tracking with Disjoint Views. Machine learning mod …

Paper Group ANR 115

January 31, 2020

The Language of Legal and Illegal Activity on the Darknet. Should we Embed? A Study on the Online Performance of Utilizing Embeddings for Real-Time Job Recommendations. HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization. Reference-less Quality Estimation of Text Simplification Systems. Vietname …

Paper Group ANR 118

January 31, 2020

A Statistical Defense Approach for Detecting Adversarial Examples. Concise and Effective Network for 3D Human Modeling from Orthogonal Silhouettes. Understanding the Radical Mind: Identifying Signals to Detect Extremist Content on Twitter. HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion. Momentum in Reinforcement Learning. …

Paper Group ANR 120

January 31, 2020

Declarative Data Analytics: a Survey. Supported-BinaryNet: Bitcell Array-based Weight Supports for Dynamic Accuracy-Latency Trade-offs in SRAM-based Binarized Neural Network. Neural Design Network: Graphic Layout Generation with Constraints. Bottleneck potentials in Markov Random Fields. Learning to Segment Brain Anatomy from 2D Ultrasound with Les …