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Machine Learning Methods — Research Papers | Faculti

All papers by subject

Machine Learning Methods

Core algorithms, techniques, and model architectures in machine learning and AI.

Overview

368,282Articles

Related Topics

Public Health & Epidemiology Chronic & Non-Communicable Diseases Mental & Behavioral Health Artificial Intelligence & Machine Learning Epidemiology & Public Health Maternal & Child Health Clinical Research & Trials Healthcare Systems & Services

supervised learningsemi-supervised learningunsupervised learningactive learningmulti-task learningzero-shot learninggenerative artificial intelligencetransformer architecturegpt-4autoencodervariational autoencoderxgboostsupport vector machinealgorithmsmodel compression

Articles published on Machine Learning Methods

368,282 results

3 Jan 2026|10.1038/s41586-025-09277-4

Global hotspots of mycorrhizal fungal richness are poorly protected

Biology

Michael E. Van Nuland; Colin Averill; Justin D. Stewart et al.2025·NatureTier 1

8 Feb 2026|arxiv:2508.09264

Detection of Odor Presence via Deep Neural Networks

Matin Hassanloo; Ali Zareh; Mehmet Kemal Özdemir2025·arXiv Preprint

11 Jan 2026|arxiv:2501.10431

Quantum Annealing for Robust Principal Component Analysis

Ian Tomeo; Panos P. Markopoulos; Andreas Savakis2025·arXiv Preprint

3 Jan 2026|10.3390/life15121802

Machine Learning-Based Classification of ICU-Acquired Neuromuscular Weakness: A Comparative Study in Survivors of Critical Illness.

Medicine

Estévez-Freire; David; Cangas; Ivan; Tirado-Espín + 5 more2025·Life (Basel, Switzerland)

14 Feb 2026|arxiv:2502.09889

Evaluating and Improving Graph-based Explanation Methods for Multi-Agent Coordination

Siva Kailas; Shalin Jain; Harish Ravichandar2025·arXiv Preprint

13 Feb 2026|arxiv:2502.08625

Randomness of Low-Layer Parameters Determines Confusing Samples in Terms of Interaction Representations of a DNN

Junpeng Zhang; Lei Cheng; Qing Li; Liang Lin; Quanshi Zhang2025·arXiv Preprint

22 Jan 2026|arxiv:2507.19734

A Metabolic-Imaging Integrated Model for Prognostic Prediction in Colorectal Liver Metastases

Qinlong Li; Pu Sun; Guanlin Zhu; Tianjiao Liang; Honggang QI2025·arXiv Preprint

23 Mar 2026|arxiv:2510.01230

Geometric Structures and Patterns of Meaning: A PHATE Manifold Analysis of Chinese Character Embeddings

Wen G. Gong2025·arXiv Preprint

11 Feb 2026|arxiv:2511.10022

GraphSB: Boosting Imbalanced Node Classification on Graphs through Structural Balance

Chaofan Zhu; Xiaobing Rui; Zhixiao Wang2025·arXiv Preprint

16 Jan 2026|arxiv:2501.09821

BN-Pool: a Bayesian Nonparametric Approach to Graph Pooling

Daniele Castellana; Filippo Maria Bianchi2025·arXiv Preprint

15 Mar 2026|arxiv:2509.12130

XplaiNLP at CheckThat! 2025: Multilingual Subjectivity Detection with Finetuned Transformers and Prompt-Based Inference with Large Language Models

Ariana Sahitaj; Jiaao Li; Pia Wenzel Neves; Fedor Splitt; Premtim Sahitaj; Charlott Jakob; Veronika Solopova; Vera Schmitt2025·arXiv Preprint

28 Jan 2026|arxiv:2510.26935

RepV: Safety-Separable Latent Spaces for Scalable Neurosymbolic Plan Verification

Yunhao Yang; Neel P. Bhatt; Pranay Samineni; Rohan Siva; Zhanyang Wang; Ufuk Topcu2025·arXiv Preprint

3 Jan 2026|10.1038/s41467-025-62024-1

A data-to-forecast machine learning system for global weather

Formal Sciences

Xiuyu Sun; Xiaohui Zhong; Xiaoze Xu et al.2025·Nature CommunicationsTier 1

22 Jan 2026|arxiv:2510.21542

HollowFlow: Efficient Sample Likelihood Evaluation using Hollow Message Passing

Johann Flemming Gloy; Simon Olsson2025·arXiv Preprint

27 Dec 2025|10.12688/openreseurope.15789.3

scikit-matter : A Suite of Generalisable Machine Learning Methods Born out of Chemistry and Materials Science

Formal Sciences

Alexander Goscinski; Christian A. Jorgensen; Victor Paul Principe et al.2025·Open Research EuropeTier 2

13 Jan 2026|arxiv:2507.13024

When Pattern-by-Pattern Works: Theoretical and Empirical Insights for Logistic Models with Missing Values

Christophe Muller; Erwan Scornet; Julie Josse2025·arXiv Preprint

24 Jan 2026|arxiv:2507.20805

Understanding Bias in Perceiving Dimensionality Reduction Projections

Seoyoung Doh; Hyeon Jeon; Sungbok Shin; Ghulam Jilani Quadri; Nam Wook Kim; Jinwook Seo2025·arXiv Preprint

14 Feb 2026|arxiv:2502.07939

Bit-Level Discrete Diffusion with Markov Probabilistic Models: An Improved Framework with Sharp Convergence Bounds under Minimal Assumptions

Le-Tuyet-Nhi Pham; Dario Shariatian; Antonio Ocello; Giovanni Conforti; Alain Durmus2025·arXiv Preprint

3 Jan 2026|10.5194/isprs-archives-xlviii-1-w6-2025-55-2025

Evaluating Machine Learning Methods for PM <sub>2.5</sub> Estimation of GEMS Satellite AOD Data

Natural Sciences

Nadine Grace Caido; James Roy Lesidan; Maria Cecilia D. Galvez et al.2025·The international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences

27 Jan 2026|10.1109/AISP53593.2022.9760585

Honey Adulteration Detection using Hyperspectral Imaging and Machine Learning

Mokhtar A. Al-Awadhi; Ratnadeep R. Deshmukh2025·arXiv Preprint

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