AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting

Summary: AutoCTS+ optimizes architecture and hyperparameters for correlated CTS by encoding candidates as a joint graph. An Architecture-Hyperparameter Comparator (AHC) ranks candidates and enables scalable end-to-end selection, surpassing manual designs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6600
Venue: SIGMOD
Year: 2023
Pagerank: 5.001285e-05
Overall Rank: 6,589 | 54.17%
DOI: 10.1145/3588951

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,298	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	9.0742746e-05
3,869	MagicScaler: Uncertainty-aware, Predictive Autoscaling	2023	VLDB	6.6802432e-05
5,438	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.5033018e-05
7,989	RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems	2025	VLDB	4.6124681e-05
10,390	RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning	2025	SIGMOD	4.1945683e-05
10,536	Noise Matters: Cross Contrastive Learning for Flink Anomaly Detection	2025	VLDB	4.1945683e-05
10,593	Scalable Pre-Training of Compact Urban Spatio-Temporal Predictive Models on Large-Scale Multi-Domain Data	2025	VLDB	4.1945683e-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
10,637	TAB: Unified Benchmarking of Time Series Anomaly Detection Methods	2025	VLDB	4.1945683e-05
10,981	Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality	2024	SIGMOD	4.1945683e-05
11,041	QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models	2024	VLDB	4.1945683e-05
11,059	DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series	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
13,113	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB	-
13,115	A Memory Guided Transformer for Time Series Forecasting	2025	VLDB	-

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
1,993	Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning	2020	SIGMOD	9.8453334e-05
2,388	Anytime Stochastic Routing with Hybrid Learning	2020	VLDB	8.9132902e-05
2,839	VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition	2021	VLDB	8.0378978e-05
3,184	AutoAI-TS: AutoAI for Time Series Forecasting	2021	SIGMOD	7.4198086e-05
4,476	Classical and Contemporary Approaches to Big Time Series Forecasting	2019	SIGMOD	6.1517903e-05
5,026	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7528419e-05
6,134	Finding Label and Model Errors in Perception Data With Learned Observation Assertions	2022	SIGMOD	5.1943414e-05
11,200	LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation	2023	SIGMOD	4.1945683e-05

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Overall Rank	Paper	Year	Venue	Pagerank
4,206	Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting	2022	VLDB	6.3595566e-05
11,144	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB	4.1945683e-05
6,423	AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data	2024	VLDB	5.0670573e-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
3,184	AutoAI-TS: AutoAI for Time Series Forecasting	2021	SIGMOD	7.4198086e-05
9,324	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	4.3556432e-05
13,113	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB	-
5,026	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7528419e-05