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Time Series Regression

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 31–40 of 82 papers

Title	Date	Tasks	Status	Hype	Score
Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling	Jun 6, 2021	EconometricsTime Series	CodeCode Available	0	5
Learning High-Frequency Functions Made Easy with Sinusoidal Positional Encoding	Jul 12, 2024	regressiontext-to-speech	CodeCode Available	0	5
Factor-augmented tree ensembles	Nov 27, 2021	Ensemble Learningregression	CodeCode Available	0	5
Evolving-Graph Gaussian Processes	Jun 29, 2021	Gaussian Processesregression	CodeCode Available	0	5
Robustness Verification of Deep Neural Networks using Star-Based Reachability Analysis with Variable-Length Time Series Input	Jul 26, 2023	Anomaly DetectionTime Series	CodeCode Available	0	5
Estimating Task Completion Times for Network Rollouts using Statistical Models within Partitioning-based Regression Methods	Nov 20, 2022	Benchmarkingregression	—Unverified	0	0
Change-Point Detection in Time Series Using Mixed Integer Programming	Aug 11, 2024	Change Point Detectionregression	—Unverified	0	0
A Non-linear Function-on-Function Model for Regression with Time Series Data	Nov 24, 2020	regressionTime Series	—Unverified	0	0
Did ChatGPT or Copilot use alter the style of internet news headlines? A time series regression analysis	Mar 31, 2025	Time SeriesTime Series Analysis	—Unverified	0	0
CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data	Apr 8, 2021	Deep LearningICU Mortality	—Unverified	0	0

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All datasets USNA-Cn2 (long-term)USNA-Cn2 (short-duration)FinSen MLO-Cn2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GBRT	RMSE	1.34	—	Unverified
2	Macro Meteorological	RMSE	1.22	—	Unverified
3	Persistence	RMSE	1.21	—	Unverified
4	Air-Water Temperature Difference	RMSE	1.05	—	Unverified
5	Offshore Macro Meteorological	RMSE	0.68	—	Unverified
6	Climatology	RMSE	0.63	—	Unverified
7	Minute Climatology	RMSE	0.63	—	Unverified
8	RNN	RMSE	0.53	—	Unverified
9	Hybrid Air-Water Temperature Difference	RMSE	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Air-Water Temperature Difference	RMSE	0.91	—	Unverified
2	Macro Meteorological	RMSE	0.86	—	Unverified
3	Climatology	RMSE	0.48	—	Unverified
4	RNN	RMSE	0.38	—	Unverified
5	Linear Forecast	RMSE	0.36	—	Unverified
6	Hybrid Air-Water Temperature Difference	RMSE	0.3	—	Unverified
7	GBRT	RMSE	0.3	—	Unverified
8	Offshore Macro Meteorological	RMSE	0.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LSTM	Mean MSE	0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Climatology	RMSE	0.66	—	Unverified