{"url":"/method/polyconv","slug":"polyconv","name":"PolyConv","full_name":"Polynomial Convolution","full_name_withheld":false,"description_markdown":"PolyConv learns continuous distributions as the convolutional filters to share the weights across different vertices of graphs or points of point clouds.","description_state":"present","introduced_year":null,"introduced_by":{"title":"PolyNet: Polynomial Neural Network for 3D Shape Recognition with PolyShape Representation","paper":"/paper/polynet-polynomial-neural-network-for-3d","first_author":"Mohsen Yavartanoo","n_authors":5,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/polynet-polynomial-neural-network-for-3d"},"source":{"url":"https://arxiv.org/abs/2110.07882v1","title":"PolyNet: Polynomial Neural Network for 3D Shape Recognition with PolyShape Representation","url_on_a_paper_host":true},"code_snippet_url":"https://github.com/myavartanoo/PolyNet_PyTorch/blob/main/src/model/polyconv.py","code_snippet_url_on_a_code_host":true,"categories":[{"area":"Computer Vision","area_id":"computer-vision","collection":"Convolutional Neural Networks","url":"/methods/category/convolutional-neural-networks","pwc_aliases":[]}],"n_papers_tagged":2,"archive_num_papers":2,"papers_newest_first":[{"paper":null,"title":"On the Abuse and Detection of Polyglot Files","date":"2024-07-01","arxiv_id":"2407.01529","n_code_links":0,"syntology":null},{"paper":"/paper/polynet-polynomial-neural-network-for-3d","title":"PolyNet: Polynomial Neural Network for 3D Shape Recognition with PolyShape Representation","date":"2021-10-15","arxiv_id":"2110.07882","n_code_links":1,"syntology":null}],"papers_shown":2,"tasks":[{"task":"/task/3d-object-classification","name":"3D Object Classification","papers":1},{"task":"/task/3d-point-cloud-classification","name":"3D Point Cloud Classification","papers":1},{"task":"/task/3d-shape-retrieval","name":"3D Shape Classification","papers":1},{"task":"/task/3d-shape-recognition","name":"3D Shape Recognition","papers":1},{"task":"/task/3d-shape-representation","name":"3D Shape Representation","papers":1},{"task":"/task/malware-detection","name":"Malware Detection","papers":1},{"task":"/task/retrieval","name":"Retrieval","papers":1}],"tasks_shown":7,"n_tasks":7,"usage_by_year":[{"year":"2021","papers":1},{"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/polyconv"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}