{"url":"/method/gclu","slug":"gclu","name":"GCLU","full_name":"Gaussian Calibration Linear Unit","full_name_withheld":false,"description_markdown":"Assuming the input is $x$, and $x\\sim \\mathcal{N}(0,1)$. The final response value is $f(x)$, the formulaic expression is:\r\n\r\n$$ f(x)= x * (2- \\Phi(x)), x > 0 $$\r\n$$  f(x)= x * \\Phi(x), x \\le 0 $$","description_state":"present","introduced_year":null,"introduced_by":{"title":"Deep Feature Response Discriminative Calibration","paper":"/paper/deep-feature-response-discriminative","first_author":"Wenxiang Xu","n_authors":6,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/deep-feature-response-discriminative"},"source":{"url":"https://arxiv.org/abs/2411.13582v1","title":"Deep Feature Response Discriminative Calibration","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":"Activation Functions","url":"/methods/category/activation-functions","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":1,"papers_newest_first":[{"paper":"/paper/deep-feature-response-discriminative","title":"Deep Feature Response Discriminative Calibration","date":"2024-11-16","arxiv_id":"2411.13582","n_code_links":1,"syntology":null}],"papers_shown":1,"tasks":[{"task":"/task/image-classification","name":"Image Classification","papers":1}],"tasks_shown":1,"n_tasks":1,"usage_by_year":[{"year":"2024","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/gclu"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}