Accounting for Temporal Variability in Functional Magnetic Resonance Imaging Improves Prediction of Intelligence Nov 11, 2022 feature selection Functional Connectivity
Code Code Available VNIbCReg: VICReg with Neighboring-Invariance and better-Covariance Evaluated on Non-stationary Seismic Signal Time Series Apr 6, 2022 Linear evaluation Self-Supervised Learning
Code Code Available The Many-to-Many Mapping Between the Concordance Correlation Coefficient and the Mean Square Error Feb 14, 2019 Sentiment Analysis Time Series Analysis
Code Code Available Riesz-Quincunx-UNet Variational Auto-Encoder for Satellite Image Denoising Aug 25, 2022 Denoising Image Denoising
Code Code Available Latent Variable Time-varying Network Inference Feb 12, 2018 Sociology Time Series
Code Code Available On Mini-Batch Training with Varying Length Time Series Dec 13, 2022 Dynamic Time Warping Time Series
Code Code Available RIPPLE: Concept-Based Interpretation for Raw Time Series Models in Education Dec 2, 2022 Time Series Time Series Analysis
Code Code Available Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks May 30, 2022 Audio Classification Image Classification
Code Code Available On Neural Architectures for Deep Learning-based Source Separation of Co-Channel OFDM Signals Mar 11, 2023 Time Series Time Series Analysis
Code Code Available Graph Gamma Process Generalized Linear Dynamical Systems Jul 25, 2020 Time Series Time Series Analysis
Code Code Available Deep Learning Detection of Inaccurate Smart Electricity Meters: A Case Study Jul 26, 2019 Deep Learning Time Series Analysis
Code Code Available On Periodicity Detection and Structural Periodic Similarity Apr 21, 2005 Anomaly Detection Time Series
Code Code Available A Subspace Method for Time Series Anomaly Detection in Cyber-Physical Systems May 20, 2022 Anomaly Detection Time Series
Code Code Available Learnable Dynamic Temporal Pooling for Time Series Classification Apr 2, 2021 Classification Dynamic Time Warping
Code Code Available Learnable Group Transform For Time-Series Jan 1, 2020 Time Series Time Series Analysis
Code Code Available Learnable Path in Neural Controlled Differential Equations Jan 11, 2023 Decoder Irregular Time Series
Code Code Available Topological Machine Learning for Multivariate Time Series Nov 27, 2019 Activity Recognition BIG-bench Machine Learning
Code Code Available On projection methods for functional time series forecasting May 10, 2021 Time Series Time Series Analysis
Code Code Available A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI Jul 11, 2023 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
Code Code Available TSViz: Demystification of Deep Learning Models for Time-Series Analysis Feb 8, 2018 Clustering Deep Learning
Code Code Available RNN-based counterfactual prediction, with an application to homestead policy and public schooling Dec 10, 2017 Causal Inference counterfactual
Code Code Available Time-Series Event Prediction with Evolutionary State Graph May 10, 2019 Graph Neural Network Prediction
Code Code Available Correlated daily time series and forecasting in the M4 competition Mar 28, 2020 Time Series Time Series Analysis
Code Code Available Adversarial Generation of Time-Frequency Features with application in audio synthesis Feb 11, 2019 Audio Generation Audio Synthesis
Code Code Available Learning CHARME models with neural networks Feb 8, 2020 Learning Theory Mixture-of-Experts
Code Code Available Detecting structural perturbations from time series with deep learning Jun 9, 2020 Bayesian Inference Deep Learning
Code Code Available Adversarial Framework with Certified Robustness for Time-Series Domain via Statistical Features Jul 9, 2022 Time Series Time Series Analysis
Code Code Available Benchmark of Deep Learning Models on Large Healthcare MIMIC Datasets Oct 23, 2017 Benchmarking BIG-bench Machine Learning
Code Code Available Learning compressed representations of blood samples time series with missing data Oct 20, 2017 General Classification Missing Values
Code Code Available Unsupervised Learning for Computational Phenotyping Dec 26, 2016 Computational Phenotyping Time Series
Code Code Available Multimodal Transformer for Unaligned Multimodal Language Sequences Jun 1, 2019 Multimodal Sentiment Analysis Time Series
Code Code Available An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls Dec 25, 2017 Causal Inference Conformal Prediction
Code Code Available A 1d convolutional network for leaf and time series classification Jun 28, 2019 General Classification Time Series
Code Code Available Learning Deep Input-Output Stable Dynamics Jun 27, 2022 Time Series Time Series Analysis
Code Code Available Learning Deep Mixtures of Gaussian Process Experts Using Sum-Product Networks Sep 12, 2018 Gaussian Processes Mixture-of-Experts
Code Code Available Benchmarking time series classification -- Functional data vs machine learning approaches Nov 18, 2019 Additive models Benchmarking
Code Code Available Graph Edit Networks Jan 1, 2021 Attribute Graph Generation
Code Code Available Robust and Subject-Independent Driving Manoeuvre Anticipation through Domain-Adversarial Recurrent Neural Networks Feb 26, 2019 Domain Adaptation Time Series
Code Code Available Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network Oct 14, 2019 Graph Neural Network Inductive Bias
Code Code Available Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network Jul 25, 2019 Anomaly Detection Time Series
Code Code Available Learning dynamical systems from data: A simple cross-validation perspective, part III: Irregularly-Sampled Time Series Nov 25, 2021 Time Series Time Series Analysis
Code Code Available Twitter conversations predict the daily confirmed COVID-19 cases Jun 21, 2022 Time Series Analysis
Code Code Available On the Metrics and Adaptation Methods for Domain Divergences of sEMG-based Gesture Recognition Dec 18, 2019 Domain Adaptation Gesture Recognition
Code Code Available Learning Efficient Representations of Mouse Movements to Predict User Attention May 30, 2020 Re-Ranking Time Series
Code Code Available The UCR Time Series Archive Oct 17, 2018 Adversarial Attack Time Series
Code Code Available Granger Causality using Neural Networks Aug 7, 2022 EEG Electroencephalogram (EEG)
Code Code Available Learning filter widths of spectral decompositions with wavelets Dec 1, 2018 Time Series Time Series Analysis
Code Code Available Step Counting with Attention-based LSTM Nov 18, 2022 Time Series Analysis
Code Code Available Gradient-free training of recurrent neural networks Oct 30, 2024 Time Series Time Series Analysis
Code Code Available Detecting Regions of Maximal Divergence for Spatio-Temporal Anomaly Detection Apr 19, 2018 Anomaly Detection Fraud Detection
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