{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/scalable-gaussian-process-variational","title":"Scalable Gaussian Process Variational Autoencoders","arxiv_id":"2010.13472","date":"2020-10-26","proceeding":null,"authors":["Metod Jazbec","Matthew Ashman","Vincent Fortuin","Michael Pearce","Stephan Mandt","Gunnar Rätsch"],"abstract":"Conventional variational autoencoders fail in modeling correlations between data points due to their use of factorized priors. Amortized Gaussian process inference through GP-VAEs has led to significant improvements in this regard, but is still inhibited by the intrinsic complexity of exact GP inference. We improve the scalability of these methods through principled sparse inference approaches. We propose a new scalable GP-VAE model that outperforms existing approaches in terms of runtime and memory footprint, is easy to implement, and allows for joint end-to-end optimization of all components.","url_abs":"https://arxiv.org/abs/2010.13472v3","url_pdf":"https://arxiv.org/pdf/2010.13472v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"scalable-gaussian-process-variational","repo_url":"https://github.com/ratschlab/SVGP-VAE","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"scalable-gaussian-process-variational","repo_url":"https://github.com/shixinxing/nngpvae-official","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[],"methods":[{"method_slug":"gaussian-process","method_name":"Gaussian Process"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2010.13472","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2010.13472"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/shixinxing/nngpvae-official","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ratschlab/SVGP-VAE","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"unverified":18},"by_repo_kind":{"official":{"samples":18,"ran":0,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"95302973893b5a88","entry":"KL_term_standard_normal_prior","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"VAE_utils.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/VAE_utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"95302973893b5a88"}},{"code_sha256_prefix":"8afe3c7ed7823837","entry":"Make_Video_batch","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"utils.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8afe3c7ed7823837"}},{"code_sha256_prefix":"6f76c8c898b2cd9d","entry":"Make_circles","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"utils_circles_grid.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/utils_circles_grid.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6f76c8c898b2cd9d"}},{"code_sha256_prefix":"df5b2357d024258e","entry":"Make_path_batch","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"utils.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"df5b2357d024258e"}},{"code_sha256_prefix":"13eb0d73b67d14dd","entry":"build_1d_gp","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"GPVAE_Pearce_model.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/GPVAE_Pearce_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"13eb0d73b67d14dd"}},{"code_sha256_prefix":"71c99bc7a802c0e2","entry":"build_MLP_decoder_graph","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"VAE_utils.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/VAE_utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"71c99bc7a802c0e2"}},{"code_sha256_prefix":"079c04d3324d98bb","entry":"build_MLP_inference_graph","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"VAE_utils.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/VAE_utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"079c04d3324d98bb"}},{"code_sha256_prefix":"10111902146a73c5","entry":"build_video_batch_graph","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"utils.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"10111902146a73c5"}},{"code_sha256_prefix":"830b973400f3d8f3","entry":"encode","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"GPVAE_Casale_model.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/GPVAE_Casale_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"830b973400f3d8f3"}},{"code_sha256_prefix":"785e0f80d8d674ad","entry":"forward_pass_deep_SVIGP_Hensman","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"SVIGP_Hensman_model.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/SVIGP_Hensman_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"785e0f80d8d674ad"}},{"code_sha256_prefix":"726a6458e40b47b1","entry":"group_by_characters","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"SPRITES_utils.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/SPRITES_utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"726a6458e40b47b1"}},{"code_sha256_prefix":"c9ae937de37751c7","entry":"import_sprites","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"SPRITES_utils.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/SPRITES_utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c9ae937de37751c7"}},{"code_sha256_prefix":"f392cabcd7237a5a","entry":"pixelate_frame","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"utils_circles_grid.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/utils_circles_grid.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"f392cabcd7237a5a"}},{"code_sha256_prefix":"5f9b6230ce8ef086","entry":"pixelate_series","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"utils_circles_grid.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/utils_circles_grid.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5f9b6230ce8ef086"}},{"code_sha256_prefix":"a1a0ed86bcfeabb8","entry":"predict_CVAE","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"SVGPVAE_model.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/SVGPVAE_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a1a0ed86bcfeabb8"}},{"code_sha256_prefix":"14b625220360448f","entry":"predict_deep_SVIGP_Hensman","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"SVIGP_Hensman_model.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/SVIGP_Hensman_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"14b625220360448f"}},{"code_sha256_prefix":"69be9440393c097e","entry":"sort_train_data","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"GPVAE_Casale_model.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/GPVAE_Casale_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"69be9440393c097e"}},{"code_sha256_prefix":"196526fbc96905c6","entry":"tf_kron","repo":"ratschlab/SVGP-VAE","repo_kind":"official","path":"GPVAE_Casale_model.py","file_url":"https://github.com/ratschlab/SVGP-VAE/blob/HEAD/GPVAE_Casale_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"196526fbc96905c6"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}