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Time Series Analysis

832 papers

Papers per year

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Papers

Are Language Models Actually Useful for Time Series Forecasting? NIPS 2024
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion NIPS 2024
Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth NIPS 2024
Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting NIPS 2024
Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series NIPS 2024
Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities NIPS 2024
Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series NIPS 2024
Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis NIPS 2024
Higher-Order Causal Message Passing for Experimentation with Complex Interference NIPS 2024
Scaling Law for Time Series Forecasting NIPS 2024
PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting NIPS 2024
DeformableTST: Transformer for Time Series Forecasting without Over-reliance on Patching NIPS 2024
Decomposable Transformer Point Processes NIPS 2024
Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification NIPS 2024
Identifying Spatio-Temporal Drivers of Extreme Events NIPS 2024
Learning from Highly Sparse Spatio-temporal Data NIPS 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting NIPS 2024
Shape analysis for time series NIPS 2024
Job-SDF: A Multi-Granularity Dataset for Job Skill Demand Forecasting and Benchmarking NIPS 2024
ChronoEpilogi: Scalable Time Series Selection with Multiple Solutions NIPS 2024
Root Cause Analysis in Microservice Using Neural Granger Causal Discovery AAAI 2024
StockMixer: A Simple Yet Strong MLP-Based Architecture for Stock Price Forecasting AAAI 2024
Cross-Domain Contrastive Learning for Time Series Clustering AAAI 2024
CREAD: A Classification-Restoration Framework with Error Adaptive Discretization for Watch Time Prediction in Video Recommender Systems AAAI 2024
ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting AAAI 2024