--- title: Towards Fairer AI: Strategies for Instance-Wise... description: The post discusses the need for techniques to allow machine learning models to unlearn specific data subsets to reduce the risk of unauthorized access or... canonical: https://daily.dev/posts/towards-fairer-ai-strategies-for-instance-wise-unlearning-without-retraining-kb2s0yj7z twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Towards Fairer AI: Strategies for Instance-Wise Unlearning Without Retraining | daily.dev og:description: The post discusses the need for techniques to allow machine learning models to unlearn specific data subsets to reduce the risk of unauthorized access or... og:url: https://daily.dev/posts/towards-fairer-ai-strategies-for-instance-wise-unlearning-without-retraining-kb2s0yj7z og:image: https://api.daily.dev/og/posts/Kb2s0yJ7Z.png og:image:alt: Towards Fairer AI: Strategies for Instance-Wise Unlearning Without Retraining og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Towards Fairer AI: Strategies for Instance-Wise Unlearning Without Retraining **[Machine Learning News](https://daily.dev/sources/mlnews)** · 4 min read · 5 upvotes · 0 comments ## Summary The post discusses the need for techniques to allow machine learning models to unlearn specific data subsets to reduce the risk of unauthorized access or exploitation. It introduces a novel approach called instance-wise unlearning, which aims to prevent information leakage and enhance model resilience. The approach leverages adversarial examples and weight importance measures for regularization, demonstrating superior performance in preserving accuracy on remaining data. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#deep-learning](https://daily.dev/tags/deep-learning), [#data-privacy](https://daily.dev/tags/data-privacy), [#classification](https://daily.dev/tags/classification) [View this post on daily.dev](https://daily.dev/posts/towards-fairer-ai-strategies-for-instance-wise-unlearning-without-retraining-kb2s0yj7z) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Towards Fairer AI: Strategies for Instance-Wise Unlearning Without Retraining","url":"https://daily.dev/posts/towards-fairer-ai-strategies-for-instance-wise-unlearning-without-retraining-kb2s0yj7z","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/towards-fairer-ai-strategies-for-instance-wise-unlearning-without-retraining-kb2s0yj7z"},"datePublished":"2024-05-04T07:49:48.708Z","dateModified":"2024-05-09T09:28:47.883Z","description":"The post discusses the need for techniques to allow machine learning models to unlearn specific data subsets to reduce the risk of unauthorized access or...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/3931e5c95cf1c2c2d2414bf38754159e?_a=AQAEuiZ","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/3931e5c95cf1c2c2d2414bf38754159e?_a=AQAEuiZ","isAccessibleForFree":true,"articleSection":"Machine Learning News","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Machine Learning News","logo":"https://media.daily.dev/image/upload/s--0PoEtdkd--/f_auto/v1750409401/squads/marktechpost?_a=BAMClqZW0","url":"https://daily.dev/squads/mlnews"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/towards-fairer-ai-strategies-for-instance-wise-unlearning-without-retraining-kb2s0yj7z","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":5},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"machine-learning,deep-learning,data-privacy,classification","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Machine Learning News","item":"https://daily.dev/squads/mlnews"},{"@type":"ListItem","position":3,"name":"Towards Fairer AI: Strategies for Instance-Wise Unlearning Without Retraining"}]} ```