{"componentChunkName":"component---src-templates-works-work-js","path":"/portfolio-work-9/","result":{"data":{"site":{"siteMetadata":{"title":"Kunjal Panchal"}},"markdownRemark":{"id":"8147f2f0-5c68-5a1a-8edc-11c5443cd3b4","excerpt":"","rawMarkdownBody":"\n\n<!-- :My journey:<br/>\n<iframe src=\"https://www.linkedin.com/embed/feed/update/urn:li:ugcPost:6795392367877877760\" height=\"366\" width=\"504\" frameborder=\"0\" allowfullscreen=\"\" title=\"Embedded post\"></iframe> -->","html":"<!-- :My journey:<br/>\n<iframe src=\"https://www.linkedin.com/embed/feed/update/urn:li:ugcPost:6795392367877877760\" height=\"366\" width=\"504\" frameborder=\"0\" allowfullscreen=\"\" title=\"Embedded post\"></iframe> -->","frontmatter":{"title":"Research PhD Intern","date":"August 02, 2025","description":"• Built a planning algorithm for design personalization that contextually decides when to use the user's style vs. keep the original template's context, using a novel \"belief‑shift\" scoring rule and a preference extractor to avoid overfitting. </br> • Designers chose our posters most often (68% Rank‑1, 93% top‑2) and rated them highest (4.31/5); an AI judge showed the same trend, confirming a better balance between past designs and the starter template than baselines."}}},"pageContext":{"slug":"/portfolio-work-9/"}},"staticQueryHashes":["3649515864","63159454"]}