Time Series Prediction

Paper Group AWR 41

Paper Group AWR 41

February 2, 2020

MUREL: Multimodal Relational Reasoning for Visual Question Answering. Rates of Convergence for Sparse Variational Gaussian Process Regression. Sliced Wasserstein Generative Models. Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences. Frequency Principle: Fourier Analysis Sheds Light on Deep Neura …
Paper Group AWR 44

Paper Group AWR 44

February 2, 2020

Fast ES-RNN: A GPU Implementation of the ES-RNN Algorithm. XLNet: Generalized Autoregressive Pretraining for Language Understanding. Automatic Posterior Transformation for Likelihood-Free Inference. Symplectic ODE-Net: Learning Hamiltonian Dynamics with Control. Compositional Embeddings Using Complementary Partitions for Memory-Efficient Recommenda …
Paper Group AWR 52

Paper Group AWR 52

February 2, 2020

Word Similarity Datasets for Thai: Construction and Evaluation. COS960: A Chinese Word Similarity Dataset of 960 Word Pairs. A Resource for Computational Experiments on Mapudungun. Bottom-up Object Detection by Grouping Extreme and Center Points. Common Voice: A Massively-Multilingual Speech Corpus. Generalized Presentation Attack Detection: a face …
Paper Group AWR 57

Paper Group AWR 57

February 2, 2020

MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records. A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation. MMDetection: Open MMLab Detection Toolbox and Benchmark. Supervise Thyself: Examining Self-Supervised Representations in Interactive Environments. DeepGCNs: Can GCNs Go …
Paper Group ANR 115

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 179

Paper Group ANR 179

January 31, 2020

Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models. Boundary Cues for 3D Object Shape Recovery. Quantum Structure in Cognition: Human Language as a Boson Gas of Entangled Words. Learning gradient-based ICA by neurally estimating mutual information. DIALOG: A framework for modeling, an …
Paper Group ANR 188

Paper Group ANR 188

January 31, 2020

A linear method for camera pair self-calibration and multi-view reconstruction with geometrically verified correspondences. A Novel Unsupervised Post-Processing Calibration Method for DNNS with Robustness to Domain Shift. Evidential distance measure in complex belief function theory. Discovering Options for Exploration by Minimizing Cover Time. Agi …
Paper Group ANR 3

Paper Group ANR 3

January 31, 2020

High-Performance Deep Learning via a Single Building Block. Realistic Ultrasonic Environment Simulation Using Conditional Generative Adversarial Networks. A Survey of Deep Learning-based Object Detection. Towards Explainable Deep Neural Networks (xDNN). Building Effective Large-Scale Traffic State Prediction System: Traffic4cast Challenge Solution. …
Paper Group ANR 44

Paper Group ANR 44

January 31, 2020

Deep Neural Networks for Rotation-Invariance Approximation and Learning. Convolutional Mixture Density Recurrent Neural Network for Predicting User Location with WiFi Fingerprints. Improving Distant Supervised Relation Extraction by Dynamic Neural Network. Weakly-paired Cross-Modal Hashing. MeshGAN: Non-linear 3D Morphable Models of Faces. Guardian …
Paper Group ANR 53

Paper Group ANR 53

January 31, 2020

MUTE: Data-Similarity Driven Multi-hot Target Encoding for Neural Network Design. Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds. Audits as Evidence: Experiments, Ensembles, and Enforcement. Neural-Symbolic Computing: An Effective Methodology for Principled Integration of Machin …
Paper Group ANR 213

Paper Group ANR 213

January 30, 2020

CityFlow: A City-Scale Benchmark for Multi-Target Multi-Camera Vehicle Tracking and Re-Identification. Reusable neural skill embeddings for vision-guided whole body movement and object manipulation. Progressive Retinex: Mutually Reinforced Illumination-Noise Perception Network for Low Light Image Enhancement. QUOTIENT: Two-Party Secure Neural Netwo …
Paper Group ANR 517

Paper Group ANR 517

January 29, 2020

Adversary-resilient Distributed and Decentralized Statistical Inference and Machine Learning. Dialog on a canvas with a machine. An Information-theoretic On-line Learning Principle for Specialization in Hierarchical Decision-Making Systems. DAL: Dual Adversarial Learning for Dialogue Generation. Automated pulmonary nodule detection using 3D deep co …
Paper Group ANR 554

Paper Group ANR 554

January 29, 2020

Fleet Control using Coregionalized Gaussian Process Policy Iteration. Model-Based Reinforcement Learning Exploiting State-Action Equivalence. Two-hidden-layer Feedforward Neural Networks are Universal Approximators: A Constructive Approach. An Unsupervised Bayesian Neural Network for Truth Discovery. Dual Skew Divergence Loss for Neural Machine Tra …
Paper Group ANR 555

Paper Group ANR 555

January 29, 2020

Fast Regularity-Constrained Plane Reconstruction. Multi-Task Networks With Universe, Group, and Task Feature Learning. CLAREL: classification via retrieval loss for zero-shot learning. Generic Tracking and Probabilistic Prediction Framework and Its Application in Autonomous Driving. Adversarial Approximate Inference for Speech to Electroglottograph …
Paper Group ANR 642

Paper Group ANR 642

January 29, 2020

Knowing The What But Not The Where in Bayesian Optimization. Tree-Wasserstein Barycenter for Large-Scale Multilevel Clustering and Scalable Bayes. Exact slice sampler for Hierarchical Dirichlet Processes. A Note On $k$-Means Probabilistic Poverty. Self-Attentional Models for Lattice Inputs. Orthogonal Wasserstein GANs. Randomly initialized EM algor …
Paper Group ANR 735

Paper Group ANR 735

January 29, 2020

Rethinking Person Re-Identification with Confidence. Scanner Invariant Representations for Diffusion MRI Harmonization. Richer priors for infinitely wide multi-layer perceptrons. Augmented Replay Memory in Reinforcement Learning With Continuous Control. Event-scheduling algorithms with Kalikow decomposition for simulating potentially infinite neuro …
Paper Group ANR 853

Paper Group ANR 853

January 28, 2020

Degraded Historical Documents Images Binarization Using a Combination of Enhanced Techniques. Open Set Domain Adaptation for Image and Action Recognition. Predicting Soil pH by Using Nearest Fields. The Semantic Mutex Watershed for Efficient Bottom-Up Semantic Instance Segmentation. On the Vulnerability of CNN Classifiers in EEG-Based BCIs. Develop …
Paper Group ANR 995

Paper Group ANR 995

January 28, 2020

Multiagent Evaluation under Incomplete Information. Full error analysis for the training of deep neural networks. Novelty Detection and Learning from Extremely Weak Supervision. Multiple Style-Transfer in Real-Time. Dataset Growth in Medical Image Analysis Research. FAMED-Net: A Fast and Accurate Multi-scale End-to-end Dehazing Network. The Error-F …
Paper Group ANR 1085

Paper Group ANR 1085

January 27, 2020

Composing Neural Algorithms with Fugu. Capturing Object Detection Uncertainty in Multi-Layer Grid Maps. Towards automated symptoms assessment in mental health. Deep Neural Networks with Auxiliary-Model Regulated Gating for Resilient Multi-Modal Sensor Fusion. BayesNAS: A Bayesian Approach for Neural Architecture Search. Polynomial Neural Networks a …
Paper Group ANR 1141

Paper Group ANR 1141

January 27, 2020

Linear Time Visualization and Search in Big Data using Pixellated Factor Space Mapping. CRAFT: A multifunction online platform for speech prosody visualisation. On Validating, Repairing and Refining Heuristic ML Explanations. A Multimodal Alerting System for Online Class Quality Assurance. A Temporal Attentive Approach for Video-Based Pedestrian At …
Paper Group ANR 1151

Paper Group ANR 1151

January 27, 2020

Appearance invariant Entry-Exit matching using visual soft biometric traits. Block Randomized Optimization for Adaptive Hypergraph Learning. On the Robustness of the Backdoor-based Watermarking in Deep Neural Networks. Toward Best Practices for Explainable B2B Machine Learning. AdvFaces: Adversarial Face Synthesis. Evaluating Semantic Representatio …
Paper Group ANR 1185

Paper Group ANR 1185

January 27, 2020

Testing Scenario Library Generation for Connected and Automated Vehicles, Part II: Case Studies. Multiview-Consistent Semi-Supervised Learning for 3D Human Pose Estimation. Real-time Memory Efficient Large-pose Face Alignment via Deep Evolutionary Network. Financial series prediction using Attention LSTM. Robust Data-driven Profile-based Pricing Sc …
Paper Group ANR 1278

Paper Group ANR 1278

January 27, 2020

4D Seismic History Matching Incorporating Unsupervised Learning. Comparison-Based Indexing From First Principles. Automated classification of plasma regions using 3D particle energy distribution. Merlin: Enabling Machine Learning-Ready HPC Ensembles. Human Vocal Sentiment Analysis. Dual Grid Net: hand mesh vertex regression from single depth maps. …
Paper Group ANR 1485

Paper Group ANR 1485

January 26, 2020

Understanding overfitting peaks in generalization error: Analytical risk curves for $l_2$ and $l_1$ penalized interpolation. Active Scene Learning. Discovering Implicational Knowledge in Wikidata. Adaptive Hedging under Delayed Feedback. Diversified Co-Attention towards Informative Live Video Commenting. Towards Multimodal Emotion Recognition in Ge …
Paper Group ANR 1486

Paper Group ANR 1486

January 26, 2020

Takens-inspired neuromorphic processor: a downsizing tool for random recurrent neural networks via feature extraction. Thresholding Bandit Problem with Both Duels and Pulls. Training on Synthetic Noise Improves Robustness to Natural Noise in Machine Translation. Two-stage WECC Composite Load Modeling: A Double Deep Q-Learning Networks Approach. Qui …
Paper Group ANR 1489

Paper Group ANR 1489

January 26, 2020

On the statistical evaluation of algorithmic’s computational experimentation with infeasible solutions. Orthogonal Nonnegative Tucker Decomposition. Revisiting the Approximate Carathéodory Problem via the Frank-Wolfe Algorithm. Deep neural networks can predict mortality from 12-lead electrocardiogram voltage data. Prediction Modeling and Analysis f …
Paper Group ANR 1490

Paper Group ANR 1490

January 26, 2020

On the Convergence of Perturbed Distributed Asynchronous Stochastic Gradient Descent to Second Order Stationary Points in Non-convex Optimization. Learned In Speech Recognition: Contextual Acoustic Word Embeddings. Automatic brain tissue segmentation in fetal MRI using convolutional neural networks. Enforcing constraints for time series prediction …
Paper Group ANR 1528

Paper Group ANR 1528

January 26, 2020

Forecasting Wireless Demand with Extreme Values using Feature Embedding in Gaussian Processes. Intra-day Equity Price Prediction using Deep Learning as a Measure of Market Efficiency. Validation of a deep learning mammography model in a population with low screening rates. Two-phase flow regime prediction using LSTM based deep recurrent neural netw …