--- title: NDSS 2025 – BinEnhance | daily.dev description: BinEnhance is a novel framework for binary code search that improves upon existing models by incorporating inter-function semantics through an External... canonical: https://daily.dev/posts/ndss-2025-binenhance-wi6yugssb twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: NDSS 2025 – BinEnhance | daily.dev og:description: BinEnhance is a novel framework for binary code search that improves upon existing models by incorporating inter-function semantics through an External... og:url: https://daily.dev/posts/ndss-2025-binenhance-wi6yugssb og:image: https://api.daily.dev/og/posts/wI6YuGSSB.png og:image:alt: NDSS 2025 – BinEnhance 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. # NDSS 2025 – BinEnhance **[Security Boulevard](https://daily.dev/sources/securityboulevard)** · 1 min read · 0 upvotes · 0 comments ## Summary BinEnhance is a novel framework for binary code search that improves upon existing models by incorporating inter-function semantics through an External Environment Semantic Graph (EESG). Unlike traditional approaches that rely solely on internal code semantics or function call graphs, BinEnhance uses Relational Graph Convolutional Networks to learn external semantics and enhance code embeddings. When applied to existing models like HermesSim, Asm2vec, and Gemini, it improved Mean Average Precision from 53.6% to 69.7% while increasing efficiency fourfold, particularly excelling in function inlining scenarios. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [NDSS 2025 – The Road To Trust: Building Enclaves Within Confidential VMs](https://daily.dev/posts/ndss-2025-the-road-to-trust-building-enclaves-within-confidential-vms-3lxezlas1) · Security Boulevard · 0 upvotes · 0 comments - [NDSS 2025 – Workshop on Binary Analysis Research \(BAR\) 2025, Keynote II](https://daily.dev/posts/ndss-2025-workshop-on-binary-analysis-research-bar-2025-keynote-ii-yprrtkhsu) · Security Boulevard · 0 upvotes · 0 comments - [Richard Geldreich's Blog: Mirror of neural texture compression trained with Evolution Strategies](https://daily.dev/posts/richard-geldreich-s-blog-mirror-of-neural-texture-compression-trained-with-evolution-strategies-htyl7imxo) · Richard Geldreich's Blog · 0 upvotes · 0 comments - [From multilingual semantic search to virtual assistants at Bosch Digital](https://daily.dev/posts/from-multilingual-semantic-search-to-virtual-assistants-at-bosch-digital-k94hwboxz) · Stack Overflow Blog · 0 upvotes · 0 comments --- Tags: [#security](https://daily.dev/tags/security), [#machine-learning](https://daily.dev/tags/machine-learning), [#deep-learning](https://daily.dev/tags/deep-learning) [View this post on daily.dev](https://daily.dev/posts/ndss-2025-binenhance-wi6yugssb) ```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":"NDSS 2025 – BinEnhance","url":"https://daily.dev/posts/ndss-2025-binenhance-wi6yugssb","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/ndss-2025-binenhance-wi6yugssb"},"datePublished":"2026-02-03T21:51:35.541Z","dateModified":"2026-02-03T21:51:57.831Z","description":"BinEnhance is a novel framework for binary code search that improves upon existing models by incorporating inter-function semantics through an External...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8fe9eeb967de205fd6743e2535f16178?_a=AQAEulh","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8fe9eeb967de205fd6743e2535f16178?_a=AQAEulh","isAccessibleForFree":true,"articleSection":"Security Boulevard","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":"Security Boulevard","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/3613c832180040de8d85bb29f74395be","url":"https://daily.dev/sources/securityboulevard"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/ndss-2025-binenhance-wi6yugssb","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"security,machine-learning,deep-learning","timeRequired":"PT1M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Security Boulevard","item":"https://daily.dev/sources/securityboulevard"},{"@type":"ListItem","position":3,"name":"NDSS 2025 – BinEnhance"}]} ```