conftrace_

time series forecasting

364 papers

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Also known as

TSF

Co-occurring keywords

multivariate time series (139) deep learning (2118) attention mechanism (4001) large language model (13587) time series (435) graph neural network (3962) probabilistic forecasting (45) representation learning (6206) neural network (6616) transformer architecture (1560)

Papers

Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract) AAAI 2025
Neural Conformal Control for Time Series Forecasting AAAI 2025
STEM-LTS: Integrating Semantic-Temporal Dynamics in LLM-driven Time Series Analysis AAAI 2025
Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation AAAI 2025
Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction IJCAI 2025
PCAN: A Pandemic-Compatible Attentive Neural Network for Retail Sales Forecasting IJCAI 2025
Unlocking the Power of LSTM for Long Term Time Series Forecasting AAAI 2025
Tsururu: A Python-based Time Series Forecasting Strategies Library IJCAI 2025
Deep Space Weather Model: Long-Range Solar Flare Prediction from Multi-Wavelength Images ICCV 2025
Solar Multimodal Transformer: Intraday Solar Irradiance Predictor using Public Cameras and Time Series WACV 2025
Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting AAAI 2025
Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting AAAI 2025
WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting AAAI 2025
Auto-Regressive Moving Diffusion Models for Time Series Forecasting AAAI 2025
TCDM: A Temporal Correlation-Empowered Diffusion Model for Time Series Forecasting IJCAI 2025
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition AAAI 2025
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning AAAI 2025
HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting AAAI 2025
Efficiently Enhancing Long-term Series Forecasting via Ultra-long Lookback Windows AAAI 2025
Geolocation Representation from Large Language Models Are Generic Enhancers for Spatio-Temporal Learning AAAI 2025
Retrieval-Augmented Forecasting with Tabular Time Series Data ACL 2025
LEAF: Large Language Diffusion Model for Time Series Forecasting EMNLP 2025
LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting ACL 2025
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting IJCAI 2025
Conditional Denoising Meets Polynomial Modeling: A Flexible Decoupled Framework for Time Series Forecasting IJCAI 2025