Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators May 23, 2024 image-classification Image Classification
Code Code Available Fairness Hub Technical Briefs: Definition and Detection of Distribution Shift May 23, 2024 Fairness Time Series
— Unverified TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting May 23, 2024 Future prediction Time Series
Code Code Available Large language models can be zero-shot anomaly detectors for time series? May 23, 2024 Anomaly Detection Language Modeling
Code Code Available MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs May 23, 2024 Multivariate Time Series Forecasting Quantization
— Unverified Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting May 23, 2024 Time Series Time Series Analysis
— Unverified FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting May 22, 2024 Time Series Time Series Forecasting
Code Code Available Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform May 22, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Attention as an RNN May 22, 2024 GPU Time Series
Code Code Available Scaling-laws for Large Time-series Models May 22, 2024 Decoder Time Series
— Unverified Bond Graphs for multi-physics informed Neural Networks for multi-variate time series May 22, 2024 Graph Neural Network Inductive Bias
— Unverified Intervention-Aware Forecasting: Breaking Historical Limits from a System Perspective May 22, 2024 Data Integration Sensitivity
Code Code Available NFCL: Simply interpretable neural networks for a short-term multivariate forecasting May 22, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers May 22, 2024 Time Series Time Series Forecasting
Code Code Available Time-Series Forecasting and Sequence Learning Using Memristor-based Reservoir System May 22, 2024 Time Series Time Series Forecasting
— Unverified Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting May 22, 2024 Attribute Multivariate Time Series Forecasting
— Unverified System Safety Monitoring of Learned Components Using Temporal Metric Forecasting May 21, 2024 Autonomous Driving Probabilistic Time Series Forecasting
— Unverified Enhancing Transformer-based models for Long Sequence Time Series Forecasting via Structured Matrix May 21, 2024 Computational Efficiency Time Series
Code Code Available Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven May 20, 2024 Time Series Time Series Forecasting
— Unverified VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting May 19, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Lag Selection for Univariate Time Series Forecasting using Deep Learning: An Empirical Study May 18, 2024 Time Series Time Series Forecasting
Code Code Available GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing May 18, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting May 17, 2024 Time Series Time Series Analysis
— Unverified Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting May 17, 2024 Time Series Time Series Forecasting
Code Code Available LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting May 16, 2024 In-Context Learning Time Series
Code Code Available DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting May 14, 2024 Clustering Collaborative Filtering
— Unverified Kolmogorov-Arnold Networks (KANs) for Time Series Analysis May 14, 2024 Kolmogorov-Arnold Networks Time Series
— Unverified Forecasting with Hyper-Trees May 13, 2024 Inductive Bias Time Series
Code Code Available Context Neural Networks: A Scalable Multivariate Model for Time Series Forecasting May 12, 2024 Time Series Time Series Forecasting
— Unverified TKAN: Temporal Kolmogorov-Arnold Networks May 12, 2024 Kolmogorov-Arnold Networks Management
Code Code Available DTMamba : Dual Twin Mamba for Time Series Forecasting May 11, 2024 Mamba Prediction
— Unverified Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting May 10, 2024 Time Series Time Series Forecasting
Code Code Available Multi-Scale Dilated Convolution Network for Long-Term Time Series Forecasting May 9, 2024 Decision Making Time Series
— Unverified Towards Invariant Time Series Forecasting in Smart Cities May 8, 2024 Management Time Series
— Unverified VAEneu: A New Avenue for VAE Application on Probabilistic Forecasting May 7, 2024 Probabilistic Time Series Forecasting scoring rule
— Unverified Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting May 6, 2024 Computational Efficiency Time Series
Code Code Available Functional Latent Dynamics for Irregularly Sampled Time Series Forecasting May 6, 2024 Astronomy Irregular Time Series
Code Code Available ReCycle: Fast and Efficient Long Time Series Forecasting with Residual Cyclic Transformers May 6, 2024 Edge-computing Time Series
Code Code Available Wildfire Risk Prediction: A Review May 2, 2024 Deep Learning Prediction
— Unverified Interpretable Vital Sign Forecasting with Model Agnostic Attention Maps May 2, 2024 Decision Making Deep Learning
— Unverified SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters May 2, 2024 Time Series Time Series Forecasting
Code Code Available Time Machine GPT Apr 29, 2024 Time Series Time Series Forecasting
— Unverified Evaluating the effectiveness of predicting covariates in LSTM Networks for Time Series Forecasting Apr 29, 2024 Time Series Time Series Forecasting
Code Code Available CVTN: Cross Variable and Temporal Integration for Time Series Forecasting Apr 29, 2024 Multivariate Time Series Forecasting Prediction
— Unverified Generalization capabilities and robustness of hybrid models grounded in physics compared to purely deep learning models Apr 27, 2024 Deep Learning Hybrid Machine Learning
Code Code Available Efficient Deterministic Renewable Energy Forecasting Guided by Multiple-Location Weather Data Apr 26, 2024 Time Series Time Series Forecasting
— Unverified Sensor Response-Time Reduction using Long-Short Term Memory Network Forecasting Apr 26, 2024 Time Series Forecasting Uncertainty Quantification
— Unverified Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges Apr 24, 2024 Drug Design Inductive Bias
Code Code Available Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting Apr 24, 2024 Computational Efficiency Mamba
— Unverified Fourier Series Guided Design of Quantum Convolutional Neural Networks for Enhanced Time Series Forecasting Apr 23, 2024 Time Series Time Series Forecasting
— Unverified 