SOTAVerified

Time Series Prediction

The goal of Time Series Prediction is to infer the future values of a time series from the past.

Source: Orthogonal Echo State Networks and stochastic evaluations of likelihoods

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 477 papers

TitleStatusHype
Temporal Encoding Strategies for Energy Time Series PredictionCode0
PA-CFL: Privacy-Adaptive Clustered Federated Learning for Transformer-Based Sales Forecasting on Heterogeneous Retail Data—0
FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models—0
Characterizing Learning in Spiking Neural Networks with Astrocyte-Like Units—0
Applied Machine Learning Methods with Long-Short Term Memory Based Recurrent Neural Networks for Multivariate Temperature Prediction—0
Differential Machine Learning for Time Series Prediction—0
Explainable Multi-modal Time Series Prediction with LLM-in-the-Loop—0
AutoCas: Autoregressive Cascade Predictor in Social Networks via Large Language Models—0
Learning Novel Transformer Architecture for Time-series Forecasting—0
Exploring Patterns Behind Sports—0
Learning Hamiltonian Dynamics with Bayesian Data Assimilation—0
Deterministic Reservoir Computing for Chaotic Time Series Prediction—0
Guaranteed Multidimensional Time Series Prediction via Deterministic Tensor Completion TheoryCode0
Heterogeneous Federated Learning System for Sparse Healthcare Time-Series Prediction—0
Heterogeneous Federated Learning Systems for Time-Series Power Consumption Prediction with Multi-Head Embedding Mechanism—0
Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models—0
Spectral Eigenfunction Decomposition for Kernel Adaptive Filtering—0
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via—0
Real-Time Decision-Making for Digital Twin in Additive Manufacturing with Model Predictive Control using Time-Series Deep Neural Networks—0
Explainable Time Series Prediction of Tyre Energy in Formula One Race Strategy—0
AI-Enabled Operations at Fermi Complex: Multivariate Time Series Prediction for Outage Prediction and Diagnosis—0
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series PredictionCode0
Hidformer: Transformer-Style Neural Network in Stock Price Forecasting—0
SCKF-LSTM Based Trajectory Tracking for Electricity-Gas Integrated Energy System—0
Time Series Feature Redundancy Paradox: An Empirical Study Based on Mortgage Default Prediction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CMU-DEMAverage mean absolute error9.06—Unverified
#ModelMetricClaimedVerifiedStatus
1LSTMRMSE0—Unverified