SOTAVerified

Time Series Regression

Predicting one or more scalars for an entire time series example.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 82 papers

TitleStatusHype
FIC-TSC: Learning Time Series Classification with Fisher Information Constraint—0
Large Language Model Enhanced Particle Swarm Optimization for Hyperparameter Tuning for Deep Learning Models—0
Rethinking Remaining Useful Life Prediction with Scarce Time Series Data: Regression under Indirect Supervision—0
Did ChatGPT or Copilot use alter the style of internet news headlines? A time series regression analysis—0
TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting ModelsCode0
A Supervised Screening and Regularized Factor-Based Method for Time Series Forecasting—0
Recurrent Memory for Online Interdomain Gaussian Processes—0
Preventing Non-intrusive Load Monitoring Privacy Invasion: A Precise Adversarial Attack Scheme for Networked Smart Meters—0
LLM-ABBA: Understanding time series via symbolic approximation—0
Quantized symbolic time series approximationCode2
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All datasetsUSNA-Cn2 (long-term)USNA-Cn2 (short-duration)FinSenMLO-Cn2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ClimatologyRMSE0.66—Unverified