{"id":94,"date":"2025-04-21T14:30:21","date_gmt":"2025-04-21T14:30:21","guid":{"rendered":"https:\/\/www.artixels.com\/wp1_stage\/?page_id=94"},"modified":"2026-04-03T20:35:38","modified_gmt":"2026-04-03T12:35:38","slug":"machine-learning-ml","status":"publish","type":"page","link":"https:\/\/www.artixels.com\/wp1\/machine-learning-ml\/","title":{"rendered":"ML \/ AI &#8211; Machine Learning &#038; AI"},"content":{"rendered":"\n<div class=\"wp-block-query is-layout-flow wp-block-query-is-layout-flow\"><ul class=\"wp-block-post-template is-layout-flow wp-block-post-template-is-layout-flow\"><li class=\"wp-block-post post-644 post type-post status-publish format-standard has-post-thumbnail hentry category-ml category-pin category-rnd\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\"><figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/www.artixels.com\/wp1\/2026\/04\/06\/pixel-space-diffusion-model-from-scratch\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1026\" src=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2026\/04\/diff_output_01_04O.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Pixel-space Diffusion Model from scratch\" style=\"border-radius:0px;border-style:none;border-width:0px;object-fit:cover;\" srcset=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2026\/04\/diff_output_01_04O.jpg 1024w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2026\/04\/diff_output_01_04O-300x300.jpg 300w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2026\/04\/diff_output_01_04O-1022x1024.jpg 1022w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2026\/04\/diff_output_01_04O-150x150.jpg 150w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2026\/04\/diff_output_01_04O-768x770.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\"><h2 style=\"font-style:normal;font-weight:300;border-radius:0px;border-style:none;border-width:0px\" class=\"wp-block-post-title has-small-font-size has-commissioner-font-family\"><a href=\"https:\/\/www.artixels.com\/wp1\/2026\/04\/06\/pixel-space-diffusion-model-from-scratch\/\" target=\"_self\" >Pixel-space Diffusion Model from scratch<\/a><\/h2><\/div>\n<\/div>\n\n<\/li><li class=\"wp-block-post post-122 post type-post status-publish format-standard has-post-thumbnail hentry category-ml category-pin category-rnd\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\"><figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/www.artixels.com\/wp1\/2025\/04\/21\/deep-residual-denoising-for-mc-rendering\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2024\/04\/DRL_feature_512.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Deep Residual Denoising for MC Rendering (research publication)\" style=\"border-radius:0px;border-style:none;border-width:0px;object-fit:cover;\" srcset=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2024\/04\/DRL_feature_512.jpg 512w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2024\/04\/DRL_feature_512-300x300.jpg 300w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2024\/04\/DRL_feature_512-150x150.jpg 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><\/figure><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\"><h2 style=\"font-style:normal;font-weight:300;border-radius:0px;border-style:none;border-width:0px\" class=\"wp-block-post-title has-small-font-size has-commissioner-font-family\"><a href=\"https:\/\/www.artixels.com\/wp1\/2025\/04\/21\/deep-residual-denoising-for-mc-rendering\/\" target=\"_self\" >Deep Residual Denoising for MC Rendering (research publication)<\/a><\/h2><\/div>\n<\/div>\n\n<\/li><li class=\"wp-block-post post-358 post type-post status-publish format-standard has-post-thumbnail hentry category-ml category-pin category-vfx\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\"><figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/www.artixels.com\/wp1\/2024\/10\/15\/viggen-02-unseen\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/test_02_feature.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"VigGen 02 &#8211; Unseen (Runway Gen3-Alpha)\" style=\"border-radius:0px;border-style:none;border-width:0px;object-fit:cover;\" srcset=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/test_02_feature.jpg 512w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/test_02_feature-300x300.jpg 300w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/test_02_feature-150x150.jpg 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><\/figure><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\"><h2 style=\"font-style:normal;font-weight:300;border-radius:0px;border-style:none;border-width:0px\" class=\"wp-block-post-title has-small-font-size has-commissioner-font-family\"><a href=\"https:\/\/www.artixels.com\/wp1\/2024\/10\/15\/viggen-02-unseen\/\" target=\"_self\" >VigGen 02 &#8211; Unseen (Runway Gen3-Alpha)<\/a><\/h2><\/div>\n<\/div>\n\n<\/li><li class=\"wp-block-post post-329 post type-post status-publish format-standard has-post-thumbnail hentry category-ml category-pin category-vfx\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\"><figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/www.artixels.com\/wp1\/2024\/10\/05\/vidgen-01\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2024\/10\/test_01_feature.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"VidGen 01 &#8211; Physical States (Runway Gen3-Alpha)\" style=\"border-radius:0px;border-style:none;border-width:0px;object-fit:cover;\" srcset=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2024\/10\/test_01_feature.jpg 512w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2024\/10\/test_01_feature-300x300.jpg 300w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2024\/10\/test_01_feature-150x150.jpg 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><\/figure><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\"><h2 style=\"font-style:normal;font-weight:300;border-radius:0px;border-style:none;border-width:0px\" class=\"wp-block-post-title has-small-font-size has-commissioner-font-family\"><a href=\"https:\/\/www.artixels.com\/wp1\/2024\/10\/05\/vidgen-01\/\" target=\"_self\" >VidGen 01 &#8211; Physical States (Runway Gen3-Alpha)<\/a><\/h2><\/div>\n<\/div>\n\n<\/li><li class=\"wp-block-post post-311 post type-post status-publish format-standard has-post-thumbnail hentry category-ml category-pin category-vfx\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\"><figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/www.artixels.com\/wp1\/2023\/04\/25\/texture-synthesis-using-neural-cellular-automata\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"392\" height=\"392\" src=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2023\/04\/tex_synth_feature.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Texture Synthesis using Neural Cellular Automata\" style=\"border-radius:0px;border-style:none;border-width:0px;object-fit:cover;\" srcset=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2023\/04\/tex_synth_feature.jpg 392w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2023\/04\/tex_synth_feature-300x300.jpg 300w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2023\/04\/tex_synth_feature-150x150.jpg 150w\" sizes=\"auto, (max-width: 392px) 100vw, 392px\" \/><\/a><\/figure><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\"><h2 style=\"font-style:normal;font-weight:300;border-radius:0px;border-style:none;border-width:0px\" class=\"wp-block-post-title has-small-font-size has-commissioner-font-family\"><a href=\"https:\/\/www.artixels.com\/wp1\/2023\/04\/25\/texture-synthesis-using-neural-cellular-automata\/\" target=\"_self\" >Texture Synthesis using Neural Cellular Automata<\/a><\/h2><\/div>\n<\/div>\n\n<\/li><li class=\"wp-block-post post-110 post type-post status-publish format-standard has-post-thumbnail hentry category-art category-ml category-pin\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\"><figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/www.artixels.com\/wp1\/2023\/02\/21\/neural-rapids-01\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"794\" height=\"794\" src=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/neural_rapids.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Neural Rapids 01\" style=\"border-radius:0px;border-style:none;border-width:0px;object-fit:cover;\" srcset=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/neural_rapids.jpg 794w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/neural_rapids-300x300.jpg 300w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/neural_rapids-150x150.jpg 150w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2025\/04\/neural_rapids-768x768.jpg 768w\" sizes=\"auto, (max-width: 794px) 100vw, 794px\" \/><\/a><\/figure><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\"><h2 style=\"font-style:normal;font-weight:300;border-radius:0px;border-style:none;border-width:0px\" class=\"wp-block-post-title has-small-font-size has-commissioner-font-family\"><a href=\"https:\/\/www.artixels.com\/wp1\/2023\/02\/21\/neural-rapids-01\/\" target=\"_self\" >Neural Rapids 01<\/a><\/h2><\/div>\n<\/div>\n\n<\/li><li class=\"wp-block-post post-83 post type-post status-publish format-standard has-post-thumbnail hentry category-art category-ml category-pin\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\"><figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/www.artixels.com\/wp1\/2022\/01\/10\/animate-hokusai\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"288\" src=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2022\/01\/Imaginarium_main.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Imaginarium (NeurIPS 2021)\" style=\"border-radius:0px;border-style:none;border-width:0px;object-fit:cover;\" srcset=\"https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2022\/01\/Imaginarium_main.jpg 512w, https:\/\/www.artixels.com\/wp1\/wp-content\/uploads\/2022\/01\/Imaginarium_main-300x169.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><\/figure><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\"><h2 style=\"font-style:normal;font-weight:300;border-radius:0px;border-style:none;border-width:0px\" class=\"wp-block-post-title has-small-font-size has-commissioner-font-family\"><a href=\"https:\/\/www.artixels.com\/wp1\/2022\/01\/10\/animate-hokusai\/\" target=\"_self\" >Imaginarium (NeurIPS 2021)<\/a><\/h2><\/div>\n<\/div>\n\n<\/li><\/ul><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-94","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.artixels.com\/wp1\/wp-json\/wp\/v2\/pages\/94","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artixels.com\/wp1\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.artixels.com\/wp1\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.artixels.com\/wp1\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.artixels.com\/wp1\/wp-json\/wp\/v2\/comments?post=94"}],"version-history":[{"count":8,"href":"https:\/\/www.artixels.com\/wp1\/wp-json\/wp\/v2\/pages\/94\/revisions"}],"predecessor-version":[{"id":647,"href":"https:\/\/www.artixels.com\/wp1\/wp-json\/wp\/v2\/pages\/94\/revisions\/647"}],"wp:attachment":[{"href":"https:\/\/www.artixels.com\/wp1\/wp-json\/wp\/v2\/media?parent=94"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}