December 08, 2025 book-chapter Open access Machine Learning Discoveries and Scientific Understanding in Particle Physics: Problems and Prospects Synthese Library/Synthese library DOI: 10.1007/978-3-032-03083-2_19 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 1 References 5 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Autoencoders for unsupervised anomaly detection in high energy physics 2021 Journal of High Energy Physics article Physics and Astronomy Particle physics theoretical and experimental studies Open access 100 citations The no-free-lunch theorems of supervised learning 2021 Synthese article Computer Science Machine Learning and Algorithms Open access 93 citations Dark matter = modified gravity? Scrutinising the spacetime–matter distinction through the modified gravity/ dark matter lens 2020 Studies in History and Philosophy of Science Part B Studies in History and Philosophy of Modern Physics article Physics and Astronomy Cosmology and Gravitation Theories Open access 34 citations Bottoms up: The Standard Model Effective Field Theory from a model perspective 2022 Studies in History and Philosophy of Science Part A article Arts and Humanities Philosophy and History of Science Open access 15 citations Polycratic hierarchies and networks: what simulation-modeling at the LHC can teach us about the epistemology of simulation 2020 Synthese article Arts and Humanities Philosophy and History of Science Open access 11 citations 5 results