SOTAVerified

Time Series Regression

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 82 papers

TitleStatusHype
Evolving-Graph Gaussian ProcessesCode0
Factor-augmented tree ensemblesCode0
Fast and Robust Online Inference with Stochastic Gradient Descent via Random ScalingCode0
Homological Neural Networks: A Sparse Architecture for Multivariate ComplexityCode0
Learning High-Frequency Functions Made Easy with Sinusoidal Positional EncodingCode0
Multiobjective Programming for Type-2 Hierarchical Fuzzy Inference TreesCode0
On the Soundness of XAI in Prognostics and Health Management (PHM)Code0
Reinforced Knowledge Distillation for Time Series RegressionCode0
Robustness Verification of Deep Neural Networks using Star-Based Reachability Analysis with Variable-Length Time Series InputCode0
TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting ModelsCode0
Forward variable selection enables fast and accurate dynamic system identification with Karhunen-Loève decomposed Gaussian processes—0
FIC-TSC: Learning Time Series Classification with Fisher Information Constraint—0
High Dimensional Time Series Regression Models: Applications to Statistical Learning Methods—0
State Drug Policy Effectiveness: Comparative Policy Analysis of Drug Overdose Mortality—0
Change-Point Detection in Time Series Using Mixed Integer Programming—0
Large Language Model Enhanced Particle Swarm Optimization for Hyperparameter Tuning for Deep Learning Models—0
Robust Inference on Infinite and Growing Dimensional Time Series Regression—0
Learning Subjective Time-Series Data via Utopia Label Distribution Approximation—0
Learning temporal evolution of probability distribution with Recurrent Neural Network—0
Leveraging Sample Entropy for Enhanced Volatility Measurement and Prediction in International Oil Price Returns—0
Limit Theory under Network Dependence and Nonstationarity—0
LLM-ABBA: Understanding time series via symbolic approximation—0
Marginalised Spectral Mixture Kernels with Nested Sampling—0
Masked Multi-Step Multivariate Time Series Forecasting with Future Information—0
Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity Demand—0
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All datasetsUSNA-Cn2 (long-term)USNA-Cn2 (short-duration)FinSenMLO-Cn2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GBRTRMSE1.34—Unverified
2Macro MeteorologicalRMSE1.22—Unverified
3PersistenceRMSE1.21—Unverified
4Air-Water Temperature DifferenceRMSE1.05—Unverified
5Offshore Macro MeteorologicalRMSE0.68—Unverified
6ClimatologyRMSE0.63—Unverified
7Minute ClimatologyRMSE0.63—Unverified
8RNNRMSE0.53—Unverified
9Hybrid Air-Water Temperature DifferenceRMSE0.46—Unverified
#ModelMetricClaimedVerifiedStatus
1Air-Water Temperature DifferenceRMSE0.91—Unverified
2Macro MeteorologicalRMSE0.86—Unverified
3ClimatologyRMSE0.48—Unverified
4RNNRMSE0.38—Unverified
5Linear ForecastRMSE0.36—Unverified
6Hybrid Air-Water Temperature DifferenceRMSE0.3—Unverified
7GBRTRMSE0.3—Unverified
8Offshore Macro MeteorologicalRMSE0.18—Unverified
#ModelMetricClaimedVerifiedStatus
1LSTMMean MSE0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1ClimatologyRMSE0.66—Unverified