Research map

Time series: research map

Forecasting, anomaly detection and foundation models for time series.

1,514 accepted papers at ICML, NeurIPS, ICLR, CVPR and AAAI (2016–2026), in 4 topics. Within all five venues, its share held steady from 1.4% in 2023–24 to 1.7% in 2025–26 (379 → 786 papers at ICML, NeurIPS, CVPR and AAAI, the venues with data for all four years).

Explore Time series in the interactive map

Topics

• Causal and generative time series · 615 papers
  Probabilistic and conformal forecasting, State-space and latent dynamics forecasting, Dynamical system reconstruction
• Foundation models for time series · 409 papers
  LLM-based time series forecasting, Time series foundation models, Time-series language reasoning
• Long-term forecasting · 406 papers
  Attention for time series forecasting, Spatiotemporal forecasting models, Graph-based multivariate forecasting
• Anomaly detection · 84 papers
  Time series anomaly detection evaluation, Multivariate anomaly detection

Most cited papers in Time series

• Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting (AAAI 2021 · 7,037 citations)
• Are Transformers Effective for Time Series Forecasting? (AAAI 2023 · 3,150 citations)
• Graph Neural Network-Based Anomaly Detection in Multivariate Time Series (AAAI 2021 · 1,301 citations)
• Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting (NeurIPS 2019 · 1,086 citations)
• TS2Vec: Towards Universal Representation of Time Series (AAAI 2022 · 783 citations)
• A Time Series is Worth 64 Words: Long-term Forecasting with Transformers (ICLR 2023 · 554 citations)
• Time-series Generative Adversarial Networks (NeurIPS 2019 · 511 citations)
• Deep State Space Models for Time Series Forecasting (NeurIPS 2018 · 429 citations)
• BRITS: Bidirectional Recurrent Imputation for Time Series (NeurIPS 2018 · 372 citations)
• UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio Video Point Cloud Time-Series and Image Recognition (CVPR 2024 · 328 citations)
• Liquid Time-constant Networks (AAAI 2021 · 309 citations)
• Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy (ICLR 2022 · 242 citations)