{"url":"/method/energy-based-process","slug":"energy-based-process","name":"Energy Based Process","full_name":"Energy Based Process","full_name_withheld":false,"description_markdown":"**Energy Based Processes** extend energy based models to exchangeable data while allowing neural network parameterizations of the energy function. They extend the previously separate stochastic process and latent variable model perspectives in a common framework. The result is a generalization of [Gaussian processes](https://paperswithcode.com/method/gaussian-process) and Student-t processes that exploits EBMs for greater flexibility.","description_state":"present","introduced_year":null,"introduced_by":{"title":"Energy-Based Processes for Exchangeable Data","paper":"/paper/energy-based-processes-for-exchangeable-data","first_author":"Mengjiao Yang","n_authors":4,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/energy-based-processes-for-exchangeable-data"},"source":{"url":"https://arxiv.org/abs/2003.07521v2","title":"Energy-Based Processes for Exchangeable Data","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":"Non-Parametric Regression","url":"/methods/category/non-parametric-regression","pwc_aliases":[]}],"n_papers_tagged":2,"archive_num_papers":2,"papers_newest_first":[{"paper":"/paper/tokencompose-grounding-diffusion-with-token","title":"TokenCompose: Text-to-Image Diffusion with Token-level Supervision","date":"2023-12-06","arxiv_id":"2312.03626","n_code_links":1,"syntology":null},{"paper":"/paper/energy-based-processes-for-exchangeable-data","title":"Energy-Based Processes for Exchangeable Data","date":"2020-03-17","arxiv_id":"2003.07521","n_code_links":1,"syntology":null}],"papers_shown":2,"tasks":[{"task":"/task/denoising","name":"Denoising","papers":2},{"task":"/task/image-generation","name":"Image Generation","papers":1},{"task":"/task/object","name":"Object","papers":1},{"task":"/task/point-cloud-generation","name":"Point Cloud Generation","papers":1},{"task":"/task/text-to-image-generation-1","name":"Text to Image Generation","papers":1},{"task":"/task/text-to-image-generation","name":"Text-to-Image Generation","papers":1}],"tasks_shown":6,"n_tasks":6,"usage_by_year":[{"year":"2020","papers":1},{"year":"2023","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/energy-based-process"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}