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TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
Summary: TFB: automated benchmark addressing domain coverage and method bias via time-series characterization across 10 domains and a unified, flexible evaluation pipeline. Evaluates 21 univariate (8,068 series) and 14 multivariate (25 datasets) methods for fair cross-paradigm comparisons and dataset-aware selection.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13464
- Venue
- VLDB
- Year
- 2024
- Pagerank
- 9.0742746e-05
- Overall Rank
- 2,298 | 84.02%
- DOI
-
10.14778/3665844.3665863
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 11 of 11 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 7,989 |
RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems |
2025 |
VLDB |
4.6124681e-05 |
| 10,128 |
WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models |
2026 |
SIGMOD |
4.1945683e-05 |
| 10,211 |
SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning |
2026 |
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 |
| 10,637 |
TAB: Unified Benchmarking of Time Series Anomaly Detection Methods |
2025 |
VLDB |
4.1945683e-05 |
| 10,661 |
UFGTime: Mining Intertwined Dependencies in Multivariate Time Series via an Efficient Pure Graph Approach |
2025 |
VLDB |
4.1945683e-05 |
| 10,704 |
Fremer: Lightweight and Effective Frequency Transformer for Workload Forecasting in Cloud Services |
2025 |
VLDB |
4.1945683e-05 |
| 11,041 |
QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models |
2024 |
VLDB |
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 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 2,388 |
Anytime Stochastic Routing with Hybrid Learning |
2020 |
VLDB |
8.9132902e-05 |
| 3,429 |
Real-time Workload Pattern Analysis for Large-scale Cloud Databases |
2023 |
VLDB |
7.1010535e-05 |
| 3,869 |
MagicScaler: Uncertainty-aware, Predictive Autoscaling |
2023 |
VLDB |
6.6802432e-05 |
| 3,934 |
SimpleTS: An Efficient and Universal Model Selection Framework for Time Series Forecasting |
2023 |
VLDB |
6.6175631e-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 |
| 8,284 |
Origin-Destination Travel Time Oracle for Map-based Services |
2023 |
SIGMOD |
4.5435639e-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 |
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Weakly Guided Adaptation for Robust Time Series Forecasting |
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Classical and Contemporary Approaches to Big Time Series Forecasting |
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