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XGBoost for label-imbalanced data: XGBoost with weighted and focal loss functions

Python 326 68 Updated Feb 14, 2024

The best repo showing why TabPFN doesn’t work.

5 Updated Jul 7, 2025

About model release for "Sundial: A Family of Highly Capable Time Series Foundation Models" (ICML 2025 Oral)

71 1 Updated Jun 25, 2025

Influence Estimation for Gradient-Boosted Decision Trees

Python 29 11 Updated May 27, 2024

Supporting code for the paper "Finding Influential Training Samples for Gradient Boosted Decision Trees"

Python 68 18 Updated May 28, 2024

The GenAI Forecasting Agent · LLMs × Foundation Time Series Models

Python 17 Updated Jul 10, 2025

Official implementation of AAAI'22 paper "ProtGNN: Towards Self-Explaining Graph Neural Networks"

Python 53 8 Updated Oct 25, 2022
Python 1 Updated Oct 18, 2023

Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials Science and Biology

Python 6,090 1,883 Updated Jul 9, 2025

Multimodal Mixture-of-Experts VAE

Python 212 48 Updated Jul 6, 2023

SigFormer: Signature Transformer for Deep Hedging (ICAIF 2023)

Jupyter Notebook 18 1 Updated Oct 23, 2023

KDD 2019: Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network

Python 818 215 Updated Mar 3, 2024

The repository features a range of models designed to generate probabilistic forecasts within the framework of the M6 competition and includes a comprehensive evaluation framework to assess their p…

Python 1 Updated Jan 31, 2025

FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting

Python 79 12 Updated Jun 27, 2025
Jupyter Notebook 1 Updated Feb 5, 2025

🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库

Python 372 51 Updated Apr 29, 2025
Python 22 Updated May 22, 2025

[ICML 2025] Official repository of the TQNet paper: "Temporal Query Network for Efficient Multivariate Time Series Forecasting". This work is developed by the Lab of Professor Weiwei Lin (linww@scu…

Python 35 5 Updated Jun 11, 2025

DO IT BOOK CODE

R 9 13 Updated Feb 26, 2025

Official implementation of the paper "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"

Python 180 26 Updated Mar 26, 2024

A professional list on Multi-Modalities For Time Series Analysis (MM4TSA) Papers and Resource.

49 2 Updated Apr 3, 2025

Implementations, Pre-training Code and Datasets of Large Time-Series Models

Jupyter Notebook 368 27 Updated Jun 25, 2025

FYI

Python 3 Updated Jun 9, 2025

Spatio-Temporal Prediction Paper List

223 16 Updated May 9, 2025
Jupyter Notebook 40 1 Updated Jul 25, 2024

Data, Benchmarks, and methods submitted to the M6 forecasting competition

Jupyter Notebook 114 37 Updated Oct 2, 2024

A framework for Quantification written in Python

Python 64 16 Updated Dec 4, 2024

Official code, datasets and checkpoints for "Timer: Generative Pre-trained Transformers Are Large Time Series Models" (ICML 2024) and subsequent works

Python 679 72 Updated Jun 25, 2025

[ICLR 2025] Official PyTorch implementation of "Forgetting Transformer: Softmax Attention with a Forget Gate"

Python 115 7 Updated Jul 5, 2025
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