📈 Time Series - Handler4605 · Scour

Improving Precipitation Forecasts Through Machine Learning of the Decomposed High- and Low-Frequency Components

📊Conformal Prediction Academic

sciencedirect.com·

Robustness of the GARCH Model

💻Software Engineering News Blog

harbourfrontquant.substack.com··Substack

Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook

🤖Machine Learning Academic

Time series forecasting from partial observations via Non-negative Matrix Factorization

📊Conformal Prediction Academic

QAAR-SIREN: quantum-augmented attention and residual SIREN for time-series forecasting

📊Conformal Prediction Academic

sciencedirect.com·

Trio: Learning Time-Series Forecasting with Temporal-Spatial-Sample Attention and Structural Causal Priors

🤖Machine Learning Academic

Dirichlet-Guided Group Forecasting for Alleviating Over-smoothing in Time Series Forecasting

📊Conformal Prediction Academic

CF-JEPA: Mask-free forward prediction with asymmetric encoder utilization for time-series representation learning

🎯Vector Search Academic

Does Normalization Choice Matter for Causal Large Time-Series Models?

📊Conformal Prediction Academic

Causal Semantic Alignment for LLM-based Time Series Forecasting

🎯Embedding Models Academic

Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series

🤖Machine Learning Academic

Disjoint or Overlapping? Inference Windowing for Reconstruction-Based Time Series Anomaly Detection

📏ANN Benchmarks Academic

FAME: Forecastability-Aware Mixture of Experts for Heterogeneous Time Series Forecasting

📊Conformal Prediction Academic

SPDM: Geometry-Modulated State Space Modeling with Manifold Constraints for Time Series Forecasting

🔵Topology Academic

Stationarity-Aware Retrieval-Augmented Time Series Forecasting

📌Embedding Retrieval Academic

GeoGNN: Time Series Geo-Localization using Two-Tower Graph Neural Networks

📉Embeddings Optimization Academic

Infinity-norm-based Input-to-State-Stable Long Short-Term Memory networks: a thermal systems perspective

📊Conformal Prediction Academic

GlucoFM-Bench: Benchmarking Time-Series Foundation Models for Blood Glucose Forecasting

🤖Machine Learning Academic

Multi-Scale Markov Switching GARCH

📊Conformal Prediction Academic

CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting

📊Conformal Prediction Academic

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