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

FedSkeleton: Secure Multi-Party Graph Skeleton Construction for Privacy-Preserving Federated Time-Series Forecasting AAAI 2026
Predicting the Future by Retrieving the Past AAAI 2026
TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding AAAI 2026
MDMLP-EIA: Multi-domain Dynamic MLPs with Energy Invariant Attention for Time Series Forecasting AAAI 2026
Dynamic Semantic Tokenization for Time Series via Elastic Sampling on Physics-aware Perception AAAI 2026
OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting AAAI 2026
Time Series Forecasting via Direct Per-Step Probability Distribution Modeling AAAI 2026
Beyond Statistical Analysis: Multimodal Framework for Time Series Forecasting with LLM-Driven Temporal Pattern IJCAI 2025
Solar Multimodal Transformer: Intraday Solar Irradiance Predictor using Public Cameras and Time Series WACV 2025
LLM-TPF: Multiscale Temporal Periodicity-Semantic Fusion LLMs for Time Series Forecasting IJCAI 2025
WaveletMixer: A Multi-Resolution Wavelets Based MLP-Mixer for Multivariate Long-Term Time Series Forecasting AAAI 2025
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning AAAI 2025
Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting AAAI 2025
Hierarchical Classification Auxiliary Network for Time Series Forecasting AAAI 2025
QuantileFormer: Probabilistic Time Series Forecasting with a Pattern-Mixture Decomposed VAE Transformer IJCAI 2025
Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting AAAI 2025
KernelMatmul: Scaling Gaussian Processes to Large Time Series AAAI 2025
Sequence Complementor: Complementing Transformers for Time Series Forecasting with Learnable Sequences AAAI 2025
A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025
Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting AAAI 2025
LEAF: Large Language Diffusion Model for Time Series Forecasting EMNLP 2025
Efficiently Enhancing Long-term Series Forecasting via Ultra-long Lookback Windows AAAI 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025
Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract) AAAI 2025
CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting AAAI 2025