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Time Series

36 directly classified papers

Papers per year

Papers

Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting AAAI 2025
Time-LlaMA: Adapting Large Language Models for Time Series Modeling via Dynamic Low-rank Adaptation ACL 2025
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting AAAI 2025
Neural Conformal Control for Time Series Forecasting AAAI 2025
Sequence Complementor: Complementing Transformers for Time Series Forecasting with Learnable Sequences AAAI 2025
Frequency Adaptive Normalization For Non-stationary Time Series Forecasting NIPS 2024
Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis NIPS 2024
Multi-modal Learning for Geospatial Vegetation Forecasting CVPR 2024
Financial Forecasting from Textual and Tabular Time Series EMNLP 2024
SEnsor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation AAAI 2023
Probabilistic Querying of Continuous-Time Event Sequences AISTATS 2023
WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series AAAI 2023
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting NIPS 2022
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement NIPS 2022
GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks NIPS 2022
Fairness in Forecasting and Learning Linear Dynamical Systems AAAI 2021
Attentive Neural Point Processes for Event Forecasting AAAI 2021
Deep Switching Auto-Regressive Factorization: Application to Time Series Forecasting AAAI 2021
Forecasting Irreversible Disease via Progression Learning CVPR 2021
Detecting Anomalous Event Sequences with Temporal Point Processes NIPS 2021
DeepSITH: Efficient Learning via Decomposition of What and When Across Time Scales NIPS 2021
Predictive Agent-Based Modeling of Natural Disasters Using Machine Learning AAAI 2021
Tweedie-Hawkes Processes: Interpreting the Phenomena of Outbreaks AAAI 2020
How to Predict Seawater Temperature for Sustainable Marine Aquaculture (Student Abstract) AAAI 2020
Deep Rao-Blackwellised Particle Filters for Time Series Forecasting NIPS 2020