Gated Fusion Enhanced Multi-Scale Hierarchical Graph Convolutional Network for Stock Movement Prediction
Paper • 2511.01570 • Published
hierarchical forecasting
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TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding
Paper • 2509.19406 • Published -
Learning to Embed Time Series Patches Independently
Paper • 2312.16427 • Published -
Generative Pretrained Hierarchical Transformer for Time Series Forecasting
Paper • 2402.16516 • Published • 1 -
PatchFormer: A Patch-Based Time Series Foundation Model with Hierarchical Masked Reconstruction and Cross-Domain Transfer Learning for Zero-Shot Multi-Horizon Forecasting
Paper • 2601.20845 • Published -
Self-Exploring Language Models for Explainable Link Forecasting on Temporal Graphs via Reinforcement Learning
Paper • 2509.00975 • Published -
FlowState: Sampling Rate Invariant Time Series Forecasting
Paper • 2508.05287 • Published -
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts
Paper • 2409.16040 • Published • 16