Fully Automated Correlated Time Series Forecasting in Minutes

Summary: Fully automated framework for correlated time-series forecasting that uses data-driven iterative pruning of human search spaces, zero-shot model search, and fast parameter adaptation to enable search and training in minutes. Matches or beats SOTA on seven benchmarks while dramatically reducing search/training time. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13811
Venue: VLDB
Year: 2025
Pagerank: -
Overall Rank: 13,113 | 8.78%
DOI: 10.14778/3705829.3705835

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,601	Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching	2025	VLDB	4.1945683e-05
13,115	A Memory Guided Transformer for Time Series Forecasting	2025	VLDB	-

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
2,298	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	9.0742746e-05
2,388	Anytime Stochastic Routing with Hybrid Learning	2020	VLDB	8.9132902e-05
5,026	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7528419e-05
5,438	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.5033018e-05
5,468	Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles	2022	VLDB	5.4902013e-05
6,589	AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting	2023	SIGMOD	5.001285e-05
10,601	Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching	2025	VLDB	4.1945683e-05
10,629	TEAM: Topological Evolution-aware Framework for Traffic Forecasting	2025	VLDB	4.1945683e-05
11,041	QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models	2024	VLDB	4.1945683e-05
11,144	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB	4.1945683e-05
11,200	LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation	2023	SIGMOD	4.1945683e-05
13,115	A Memory Guided Transformer for Time Series Forecasting	2025	VLDB	-

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Overall Rank	Paper	Year	Venue	Pagerank
6,423	AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data	2024	VLDB	5.0670573e-05
11,144	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB	4.1945683e-05
4,888	Forecasting Big Time Series: Old and New	2018	VLDB	5.8531064e-05
2,298	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	9.0742746e-05
4,476	Classical and Contemporary Approaches to Big Time Series Forecasting	2019	SIGMOD	6.1517903e-05
13,115	A Memory Guided Transformer for Time Series Forecasting	2025	VLDB	-
5,438	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.5033018e-05
5,026	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7528419e-05
3,184	AutoAI-TS: AutoAI for Time Series Forecasting	2021	SIGMOD	7.4198086e-05
6,589	AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting	2023	SIGMOD	5.001285e-05