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A curated list of gradient boosting research papers with implementations.

License: Creative Commons Zero v1.0 Universal

Python 100.00%

gradient-boosting gradient-boosting-classifier gradient-boosting-machine gradient-boosted-trees gradient-boosting-decision-trees xgboost xgboost-algorithm catboost lightgbm random-forest

awesome-gradient-boosting-papers's Introduction

Benedek A. Rozemberczki/ Homepage / Twitter / GitHub / Google Scholar

Welcome stranger

⏰ Currently working on machine learning for drug discovery.
🤖 I would love to collaborate on the machine learning libraries ChemicalX and RexMex.

Great news

🧬 MOOMIN: Deep Molecular Omics Network for Anti-Cancer Drug Combination Therapy was accepted at CIKM 2022.
🪙 The Shapley Value in Machine Learning was accepted at IJCAI 2022.
⭐ A Unified View of Relational Deep Learning for Drug Pair Scoring was accepted at IJCAI 2022.
⚗️ ChemicalX: A Deep Learning Library for Drug Pair Scoring was accepted at KDD 2022.

awesome-gradient-boosting-papers's People

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awesome-gradient-boosting-papers's Issues

Add Friedman 2001?

Hi,

Thanks for this awesome list of papers, this is very convenient! I just noticed that the list does not include Friedman 2001, "Greedy function approximation: a gradient boosting machine". Given the importance of this paper in the field, you might want to add it.

Best,

Olivier

Readme update broke links?

Most links going to this dead link now: https://github.com/benedekrozemberczki/awesome-gradient-boosting-papers/blob/master

I.e. the first paper, Transboost, and so on, are directed there.

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