{"url":"/method/svd-parameterization","slug":"svd-parameterization","name":"SVD Parameterization","full_name":"Singular Value Decomposition Parameterization","full_name_withheld":false,"description_markdown":null,"description_state":"absent","introduced_year":null,"introduced_by":{"title":"Stabilizing Gradients for Deep Neural Networks via Efficient SVD Parameterization","paper":"/paper/stabilizing-gradients-for-deep-neural","first_author":"Jiong Zhang","n_authors":3,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/stabilizing-gradients-for-deep-neural"},"source":{"url":"http://arxiv.org/abs/1803.09327v1","title":"Stabilizing Gradients for Deep Neural Networks via Efficient SVD Parameterization","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"General","area_id":"general","collection":"Regularization","url":"/methods/category/regularization","pwc_aliases":[]}],"n_papers_tagged":5,"archive_num_papers":5,"papers_newest_first":[{"paper":"/paper/the-condition-number-as-a-scale-invariant","title":"The Condition Number as a Scale-Invariant Proxy for Information Encoding in Neural Units","date":"2025-06-19","arxiv_id":null,"n_code_links":1,"syntology":null},{"paper":null,"title":"An Introduction to Matrix factorization and Factorization Machines in Recommendation System, and Beyond","date":"2022-03-12","arxiv_id":"2203.11026","n_code_links":0,"syntology":null},{"paper":"/paper/spectral-tensor-train-parameterization-of","title":"Spectral Tensor Train Parameterization of Deep Learning Layers","date":"2021-03-07","arxiv_id":"2103.04217","n_code_links":1,"syntology":null},{"paper":"/paper/stabilizing-gradients-for-deep-neural","title":"Stabilizing Gradients for Deep Neural Networks via Efficient SVD Parameterization","date":"2018-03-25","arxiv_id":"1803.09327","n_code_links":1,"syntology":null},{"paper":"/paper/recommender-systems","title":"Recommender Systems","date":"2012-02-06","arxiv_id":"1202.1112","n_code_links":1,"syntology":null}],"papers_shown":5,"tasks":[{"task":"/task/recommendation-systems","name":"Recommendation Systems","papers":2},{"task":"/task/deep-learning","name":"Deep Learning","papers":1},{"task":"/task/image-classification","name":"Image Classification","papers":1},{"task":"/task/image-generation","name":"Image Generation","papers":1},{"task":"/task/large-language-model","name":"Large Language Model","papers":1},{"task":"/task/multimodal-large-language-model","name":"Multimodal Large Language Model","papers":1},{"task":"/task/neural-network-compression","name":"Neural Network Compression","papers":1},{"task":"/task/image-classification","name":"image-classification","papers":1}],"tasks_shown":8,"n_tasks":8,"usage_by_year":[{"year":"2012","papers":1},{"year":"2018","papers":1},{"year":"2021","papers":1},{"year":"2022","papers":1},{"year":"2025","papers":1}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/svd-parameterization"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}