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1. MLF MLF Public

   This is code for Multi-period Learning for Financial Time Series Forecasting (MLF, published in KDD 2025), which incorporates multiple inputs with varying lengths (periods) to achieve better accura…

   Python 37 11

2. APTF APTF Public

   This is code for Amortized Predictability-aware Training Framework for Time Series Forecasting and Classification (APTF, WWW 2026), enables the model to focus on high-predictability samples while s…

   Python 12 1

3. LSINet LSINet Public

   This is code for A Lightweight Sparse Interaction Network for Time Series Forecasting (LSINet, published in AAAI 2025).

   Python 6 1

4. SEMixer SEMixer Public

   This is code for SEMixer: Semantics Enhanced MLP-Mixer for Multiscale Mixing and Long-term Time Series Forecasting (WWW 2026). SEMixer can handle longer input sequences and achieve better performan…

   Python 14 3

5. SFF SFF Public

   This repository contains the official code of Smoothed Full Fine-tuning (SFF) from Lost in the Non-convex Loss Landscape: How to Fine-tune the Large Time Series Model? (ICLR 2026). SFF enables larg…

   Python 2

6. Diff_MN Diff_MN Public

   This is code for the paper Diff-MN: Diffusion Parameterized MoE-NCDE for Continuous Time Series Generation with Irregular Observations, which is accpted by ICML 2026.

   Python 2