Adaptive parameters identification for nonlinear dynamics using deep permutation invariant networks Jan 20, 2025 Time Series Time Series Forecasting
— Unverified The Relevance of AWS Chronos: An Evaluation of Standard Methods for Time Series Forecasting with Limited Tuning Jan 17, 2025 Prediction Time Series
— Unverified STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Jan 14, 2025 Anomaly Detection Multivariate Time Series Forecasting
— Unverified Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Jan 14, 2025 GPU Time Series
— Unverified Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin Jan 14, 2025 Time Series Time Series Forecasting
— Unverified Unveiling the Potential of Text in High-Dimensional Time Series Forecasting Jan 13, 2025 Time Series Time Series Forecasting
Code Code Available AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks Jan 10, 2025 Age Estimation Multi-Task Learning
— Unverified Using Pre-trained LLMs for Multivariate Time Series Forecasting Jan 10, 2025 Decoder Multivariate Time Series Forecasting
— Unverified Navigating Tomorrow: Reliably Assessing Large Language Models Performance on Future Event Prediction Jan 10, 2025 Articles counterfactual
— Unverified DCIts -- Deep Convolutional Interpreter for time series Jan 8, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences Jan 6, 2025 Time Series Time Series Forecasting
— Unverified Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting Jan 6, 2025 Attribute Multivariate Time Series Forecasting
Code Code Available Time Series Language Model for Descriptive Caption Generation Jan 3, 2025 Caption Generation Denoising
— Unverified Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction Jan 2, 2025 GLinear Time Series
Code Code Available A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Jan 2, 2025 Hyperparameter Optimization Mamba
Code Code Available AverageTime: Enhance Long-Term Time Series Forecasting with Simple Averaging Dec 30, 2024 Time Series Time Series Analysis
Code Code Available TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting Dec 30, 2024 RAG Retrieval
— Unverified Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Dec 27, 2024 Algorithmic Trading Decision Making
— Unverified Surrogate Modeling for Explainable Predictive Time Series Corrections Dec 27, 2024 Time Series Time Series Forecasting
— Unverified Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Dec 27, 2024 Gaussian Processes GPU
— Unverified Time Series Foundational Models: Their Role in Anomaly Detection and Prediction Dec 26, 2024 Anomaly Detection Prediction
Code Code Available Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting Dec 25, 2024 Computational Efficiency Multivariate Time Series Forecasting
— Unverified Enabling Time-series Foundation Model for Building Energy Forecasting via Contrastive Curriculum Learning Dec 23, 2024 Time Series Time Series Forecasting
— Unverified EasyTime: Time Series Forecasting Made Easy Dec 23, 2024 Time Series Time Series Forecasting
— Unverified Quantum Time-Series Learning with Evolutionary Algorithms Dec 23, 2024 Evolutionary Algorithms Time Series
Code Code Available Breaking the Context Bottleneck on Long Time Series Forecasting Dec 21, 2024 Decision Making Time Series
Code Code Available TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation Dec 21, 2024 Dynamic Time Warping RAG
— Unverified DroughtSet: Understanding Drought Through Spatial-Temporal Learning Dec 19, 2024 Time Series Forecasting
Code Code Available A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Dec 19, 2024 Bayesian Optimization Demand Forecasting
— Unverified Zero Shot Time Series Forecasting Using Kolmogorov Arnold Networks Dec 19, 2024 Domain Adaptation Kolmogorov-Arnold Networks
— Unverified Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine Dec 19, 2024 Selection bias Time Series
— Unverified QuLTSF: Long-Term Time Series Forecasting with Quantum Machine Learning Dec 18, 2024 Quantum Machine Learning Time Series
Code Code Available A Comparative Study of Pruning Methods in Transformer-based Time Series Forecasting Dec 17, 2024 Time Series Time Series Forecasting
— Unverified EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series Predictions Dec 16, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting Dec 16, 2024 Quantization Time Series
— Unverified Learning Latent Spaces for Domain Generalization in Time Series Forecasting Dec 15, 2024 Domain Generalization Time Series
— Unverified Quantum Kernel-Based Long Short-term Memory for Climate Time-Series Forecasting Dec 12, 2024 Computational Efficiency Time Series
— Unverified Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model Dec 11, 2024 energy management Time Series Forecasting
— Unverified Advancing clinical trial outcomes using deep learning and predictive modelling: bridging precision medicine and patient-centered care Dec 9, 2024 Computational Efficiency Survival Analysis
— Unverified LMS-AutoTSF: Learnable Multi-Scale Decomposition and Integrated Autocorrelation for Time Series Forecasting Dec 9, 2024 Time Series Time Series Forecasting
Code Code Available Curse of Attention: A Kernel-Based Perspective for Why Transformers Fail to Generalize on Time Series Forecasting and Beyond Dec 8, 2024 Attribute Time Series
— Unverified Rethinking Time Series Forecasting with LLMs via Nearest Neighbor Contrastive Learning Dec 6, 2024 Contrastive Learning Time Series
— Unverified Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization Dec 6, 2024 Time Series Time Series Forecasting
— Unverified KEDformer:Knowledge Extraction Seasonal Trend Decomposition for Long-term Sequence Prediction Dec 6, 2024 Time Series Time Series Forecasting
— Unverified Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data Dec 4, 2024 Computational Efficiency image-classification
— Unverified LLMForecaster: Improving Seasonal Event Forecasts with Unstructured Textual Data Dec 3, 2024 Demand Forecasting Time Series
— Unverified FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domain Dec 2, 2024 Time Series Time Series Forecasting
Code Code Available DSSRNN: Decomposition-Enhanced State-Space Recurrent Neural Network for Time-Series Analysis Dec 1, 2024 Computational Efficiency Physics-informed machine learning
Code Code Available Fine-Tuning Pre-trained Large Time Series Models for Prediction of Wind Turbine SCADA Data Nov 30, 2024 Prediction Time Series
— Unverified Signal Processing over Time-Varying Graphs: A Systematic Review Nov 30, 2024 Graph Learning Time Series Forecasting
— Unverified 