{"id":4709,"date":"2026-03-29T07:43:55","date_gmt":"2026-03-29T07:43:55","guid":{"rendered":"https:\/\/profitiraj.ba\/seeing-sounds-mit-news\/"},"modified":"2026-03-29T07:43:55","modified_gmt":"2026-03-29T07:43:55","slug":"seeing-sounds-mit-information","status":"publish","type":"post","link":"https:\/\/profitiraj.ba\/bs\/seeing-sounds-mit-information\/","title":{"rendered":"Seeing sounds | MIT Information"},"content":{"rendered":"<div class=\"af1ed52b2bea0830e8f3a5b7a892ea1d\" data-index=\"1\" style=\"float: none; margin:10px 0 10px 0; text-align:center;\">\n<div data-type=\"_mgwidget\" data-widget-id=\"2030988\">\r\n<\/div>\r\n<script>(function(w,q){w[q]=w[q]||[];w[q].push([\"_mgc.load\"])})(window,\"_mgq\");\r\n<\/script>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/news.mit.edu\/sites\/default\/files\/styles\/news_article__cover_image__original\/public\/images\/202603\/mit-shass-music-Carlos-Mariano-Salcedo.jpg?itok=IZfmOz8J\" \/><\/p>\n<div>\n<p>As one of many first college students in MIT\u2019s new\u00a0Music Know-how and Computation Graduate Program, Mariano Salcedo \u201925 is researching the intersection between synthetic intelligence and music visuals.<\/p>\n<p>Particularly, his graduate analysis focuses on neural mobile automata (NCA), which merges classical mobile automata with machine studying methods to develop photographs that may regenerate.<\/p>\n<p>When paired with a stimulus like music, these photographs can \u201cpresent\u201d sounds in motion.<\/p>\n<p>\u201cThis strategy allows anybody to create music-driven visuals whereas leveraging the expressive and typically unpredictable dynamics of self-organized programs,\u201d Salcedo says. Via the online interface Salcedo has designed, customers can modify the connection between the music\u2019s power and the NCA system to create distinctive visible performances utilizing any music audio stream.<\/p>\n<p>\u201cI would like the visuals to enrich and elevate the listening expertise,\u201d he says.<\/p>\n<p>Final 12 months Salcedo, the Alex Rigopulos (1992) Fellow in Music Know-how and Computation, earned a BS in\u00a0synthetic intelligence and determination making from MIT, the place he explored sign processing in machine studying and the way a classical understanding of alerts can inform how we perceive AI. Now he\u2019s one in all 5 grasp\u2019s college students within the\u00a0Music Know-how and Computation Graduate Program\u2019s inaugural cohort.<\/p>\n<p>This system, directed by professor of the apply in music know-how\u00a0Eran Egozy \u201993, MNG \u201995,\u00a0is a collaboration between\u00a0MIT Music and Theater Arts within the\u00a0College of Humanities, Arts, and Social Sciences, and the\u00a0College of Engineering.\u00a0It\u00a0invitations practitioners to check, uncover, and develop new computational approaches to music. It additionally features a speaker collection that exposes college students and the broader MIT group to music business professionals, artists, technologists, and different researchers.<\/p>\n<p>Rigopulos \u201992, SM \u201994, is a online game designer, musician, and former CEO of\u00a0Harmonix Music Techniques, an organization he co-founded with Egozy in 1995. Harmonix is now part of Epic Video games, the place Rigopulos is the director of recreation improvement for music.<\/p>\n<p>\u201cMIT is the place I used to be first capable of pursue my ardour for music know-how a long time in the past, and that have was the springboard for a protracted and fulfilling profession,\u201d says Rigopulos. \u201cSo, when MIT launched a sophisticated diploma program in music know-how, I used to be thrilled to fund a fellowship to assist propel this thrilling new program.\u201d<\/p>\n<p>Egozy is captivated with Salcedo\u2019s work and his dedication to additional exploring its prospects. \u201cHe&#8217;s a gorgeous instance of a multidisciplinary researcher who thinks deeply about the way to greatest use know-how to reinforce and broaden human creativity,\u201d he says.<\/p>\n<p>Salcedo has been chosen to ship the coed deal with on the 2026 Superior Diploma Ceremony for the College of Humanities, Arts, and Social Sciences. \u201cIt\u2019s an honor and it\u2019s daunting,\u201d he says. \u201cIt appears like an enormous accountability,\u201d although one he\u2019s wanting to embrace. His choice additionally pleases Egozy. \u201cI&#8217;m tremendous excited that Maraino was chosen to ship this 12 months\u2019s keynote,\u201d he enthuses.<\/p>\n<p><strong>Altering gears<\/strong><\/p>\n<p>Rising up in Mexico and Texas, Mariano Salcedo couldn\u2019t readily indulge his ardour for creating music. \u201cThere are not any bands in Mexican public faculties,\u201d he says. Whereas some households may pay for devices and classes, others like Salcedo\u2019s had been much less lucky.<\/p>\n<p>\u201cI\u2019ve at all times liked music,\u201d he continues. \u201cI used to be a listener.\u201d<\/p>\n<p>Salcedo started his MIT journey as a mechanical engineering pupil, making use of to MIT by way of the\u00a0Questbridge program. \u201cI heard if you happen to like engineering and science that attending MIT could be a terrific selection,\u201d he remembers. \u201cNerds are welcomed and embraced.\u201d Whereas he dutifully labored towards finishing his MechE curriculum, music and know-how got here calling after an opportunity encounter with an LLM.<\/p>\n<p>\u201cI used to be launched to an LLM chatbot and was blown away,\u201d he remembers. \u201cThis was one thing that was chatting with me. I used to be each awed and frightened.\u201d After his encounter with the chatbot, Salcedo switched his main from mechanical engineering to synthetic intelligence and determination making.<\/p>\n<p>\u201cI mainly began over after being two thirds of the best way by way of the MechE curriculum,\u201d he says. He realized concerning the prospects obtainable with AI but additionally confronted among the challenges bedeviling researchers and builders together with its potential energy, making certain its accountable use, human bias, restricted entry for folks from underrepresented teams, and an absence of variety amongst builders. He determined he would possibly have the ability to change that image.<\/p>\n<p>\u201cI assumed yet one more individual within the discipline may make a distinction,\u201d he says.<\/p>\n<p>Whereas finishing his undergraduate research, Salcedo\u2019s love of music resurfaced. \u201cI started DJ\u2019ing at MIT and was hooked,\u201d he says. Whereas he hadn\u2019t realized to play a conventional instrument, he found he may create participating soundscapes with know-how. \u201cI purchased a digital audio work station to assist me make music,\u201d he continues.<\/p>\n<p>Egozy and Salcedo met in 2024 whereas Salcedo accomplished an\u00a0Undergraduate Analysis Alternatives Program rotation as a recreation developer in Egozy\u2019s lab. \u201cHe was extremely curious and has grown tremendously over a really quick time interval,\u201d Egozy says. Egozy grew to become an off-the-cuff, although necessary, mentor to Salcedo. \u201cHe brings nice power and thoughtfulness to his work, and to supporting others within the [music technology and computation graduate] program,\u201d Egozy notes.<\/p>\n<p>Salcedo additionally took a category with Egozy, 21M.385\/21M.585\/6.4450 (Interactive Music Techniques), which additional fed his urge for food for the creativity he craved whereas additionally permitting him to indulge his fascination with music\u2019s prospects. By profiting from programs within the HASS curriculum, he additional developed his understanding of music principle and associated applied sciences.<\/p>\n<p>\u201cI took a category with professor Leslie Tilley, 21M.240 (Critically Considering in Music), which helped set up a beneficial framework for understanding music making,\u201d he says, \u201cwhereas a category like 6.3000 (Sign Processing) helped me join instinct with science.\u201d<\/p>\n<p><strong>Working throughout disciplines<\/strong><\/p>\n<p>Whereas Salcedo is keen about his music and his analysis, he\u2019s additionally invested in constructing relationships along with his fellow college students. He\u2019s a member of the fraternity Sigma Nu, the place he says he \u201cdiscovered a house and group.\u201d He additionally took a\u00a0MISTI journey to Chile in summer season 2023, the place he carried out music know-how analysis. Salcedo praises the tradition of camaraderie at MIT and is grateful for its affect on his work as a scholar. \u201cMIT has taught me the way to study,\u201d he says.<\/p>\n<p>Professors inspired him to current his analysis and findings. He offered his work \u2014\u00a0Synthetic Dancing Intelligence: Neural Mobile Automata for Visible Efficiency of Music \u2014 on the\u00a0Affiliation for the Development of Synthetic Intelligence convention in Singapore in January 2026.<\/p>\n<p>Salcedo believes his analysis can probably transfer past music visualization. \u201cWhat if we may enhance the methods we mannequin self-organized programs?\u201d he asks. \u201cThat&#8217;s, programs like multicellular organisms, flocks of birds, or societies that work together regionally however exhibit fascinating behaviors.\u201d Any system, Salcedo says, the place the entire is greater than the sum of its components.<\/p>\n<p>Growing the know-how used to design his software can probably assist reply necessary moral questions concerning AI\u2019s continued enlargement and development. The trail to his work\u2019s improvement is each daunting and lonely, however these challenges feed his work ethic.<\/p>\n<p>\u201cIt\u2019s intimidating to pursue this path when the academy is at present centered on LLMs,\u201d he says. \u201cHowever it\u2019s additionally necessary to elucidate and discover the bottom know-how earlier than digging into extra nuanced work, which may help audiences perceive it higher.\u201d Understanding that he has the help of his professors helps Salcedo preserve pleasure for his concepts. \u201cThey solely ask that we floor our pursuits in analysis,\u201d he says.<\/p>\n<p>His investigations are impacting his work as a musician. \u201cMy music has gotten extra fascinating due to the lessons I\u2019m taking,\u201d he says. He\u2019s additionally all in favour of understanding whose music the academy and the world hears, exploring biases towards Western music within the canon and exploring the way to cut back biases associated to which sorts of music are valued.<\/p>\n<p>\u201cThe work we do as technologists is way much less subjective than we\u2019re led to imagine,\u201d he believes.<\/p>\n<p>Salcedo is particularly grateful for the help he\u2019s acquired throughout his time at MIT. \u201cProgram college encourage a wide range of pursuits,\u201d he says, \u201cand ask us to advance our particular person goals slightly than specializing in theirs.\u201d Throughout his time within the graduate program, he notes with enthusiasm how usually he\u2019s been challenged to pursue his concepts.<\/p>\n<p>Finally, Salcedo desires folks to expertise the enjoyment he feels working on the intersection of the humanities and the sciences. Music and know-how impression almost everybody. Inviting audiences into his laboratory as contributors within the artistic and analysis processes provides the identical form of satisfaction he will get from crafting a terrific beat or fixing for a thorny technical problem. Serving to audiences perceive his work\u2019s worth fuels his drive to succeed.<\/p>\n<p>\u201cI would like customers to really feel motion and discover sounds and their impression extra totally,\u201d he says.<\/p>\n<\/p><\/div>\n<!--CusAds0-->\n<div style=\"font-size: 0px; height: 0px; line-height: 0px; margin: 0; padding: 0; clear: both;\"><\/div>","protected":false},"excerpt":{"rendered":"<p>As one of many first college students in MIT\u2019s new\u00a0Music Know-how and Computation Graduate Program, Mariano Salcedo \u201925 is researching the intersection between synthetic intelligence and music visuals. Particularly, his graduate analysis focuses on neural mobile automata (NCA), which merges classical mobile automata with machine studying methods to develop photographs that may regenerate. When paired [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4711,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/news.mit.edu\/sites\/default\/files\/images\/202603\/mit-shass-music-Carlos-Mariano-Salcedo.jpg","fifu_image_alt":"","footnotes":""},"categories":[1],"tags":[697,698,5369],"class_list":["post-4709","post","type-post","status-publish","format-standard","has-post-thumbnail","category-world-news","tag-mit","tag-news","tag-sounds"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Seeing sounds | MIT Information - Profitiraj.ba<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/news.mit.edu\/2026\/seeing-sounds-mariano-salcedo-0326\" \/>\n<meta property=\"og:locale\" content=\"bs_BA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Seeing sounds | MIT Information - Profitiraj.ba\" \/>\n<meta property=\"og:description\" content=\"As one of many first college students in MIT\u2019s new\u00a0Music Know-how and Computation Graduate Program, Mariano Salcedo \u201925 is researching the intersection between synthetic intelligence and music visuals. 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