conftrace_

time series forecasting

364 papers

Explore in graph

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

Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting AAAI 2025
Conditional Denoising Meets Polynomial Modeling: A Flexible Decoupled Framework for Time Series Forecasting IJCAI 2025
HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting AAAI 2025
VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting 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
LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting ACL 2025
Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting AAAI 2025
Revisiting LLMs as Zero-Shot Time Series Forecasters: Small Noise Can Break Large Models ACL 2025
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting IJCAI 2025
Tsururu: A Python-based Time Series Forecasting Strategies Library IJCAI 2025
Affirm: Interactive Mamba with Adaptive Fourier Filters for Long-term Time Series Forecasting AAAI 2025
Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting AAAI 2025
Learning to Extrapolate and Adjust: Two-Stage Meta-Learning for Concept Drift in Online Time Series Forecasting IJCAI 2025
AlphaGAT: A Two-Stage Learning Approach for Adaptive Portfolio Selection IJCAI 2025
PCAN: A Pandemic-Compatible Attentive Neural Network for Retail Sales Forecasting IJCAI 2025
Conditional Information Bottleneck-Based Multivariate Time Series Forecasting IJCAI 2025
ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data AAAI 2025
StockMixer: A Simple Yet Strong MLP-Based Architecture for Stock Price Forecasting AAAI 2024
MSGNet: Learning Multi-Scale Inter-series Correlations for Multivariate Time Series Forecasting AAAI 2024
Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting AAAI 2024
Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting NIPS 2024
aeon: a Python Toolkit for Learning from Time Series JMLR 2024
Empowering Time Series Analysis with Large Language Models: A Survey IJCAI 2024
GraFITi: Graphs for Forecasting Irregularly Sampled Time Series AAAI 2024