{"id":10384,"date":"2025-04-16T11:59:00","date_gmt":"2025-04-16T10:59:00","guid":{"rendered":"https:\/\/www.withsecure.com\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/"},"modified":"2025-04-16T11:59:00","modified_gmt":"2025-04-16T10:59:00","slug":"leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities","status":"publish","type":"lab_item","link":"https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/","title":{"rendered":"Leveraging EDR Behavioral Data for Zero-Day Vulnerability Discovery and Triage of Known Vulnerabilities"},"content":{"rendered":"<section\n    class=\"wp-block-one-column-block edwp-block js-wp-block-one-column-block wp-block-one-column-block--content-1 wp-block-one-column-block--meta-sharing layout--spacing-xxxxl-top layout--spacing-xl-bottom\"\n    >\n    <div class=\"wp-block-one-column-block__container\">\n                                                                                                                            <div class='wp-block-one-column-block__meta-sharing-grid'><div class=\"wp-component-content wp-component-content--default wp-block-one-column-block__content fade-in\">\n            <h1 class=\"wp-component-heading text--h2 wp-component-content__title\">\n    Leveraging EDR Behavioral Data for Zero-Day Vulnerability Discovery and Triage of  <span class=\"blue-text\">Known Vulnerabilities<\/span><\/h1>                    <div class=\"wp-component-content__inner\">\n                                                    <div class=\"wp-component-content__meta\">\n                                                                            <span class=\"wp-component-content__meta-categories\">\n                                                                    <span class=\"wp-component-content__meta-category\">\n                                        Attack Detection                                    <\/span>\n                                                                    <span class=\"wp-component-content__meta-category\">\n                                        Dfir                                    <\/span>\n                                                                    <span class=\"wp-component-content__meta-category\">\n                                        Endpoint Security                                    <\/span>\n                                                            <\/span>\n                                                                                                    <span class=\"wp-component-content__meta-date\">\n                                16 4\u6708, 2025                            <\/span>\n                                                                    <\/div>\n                                            <\/div>\n                <\/div><section\n    class=\"wp-block-sharing-icons edwp-block wp-block-sharing-icons--disable-border wp-block-sharing-icons--content-1 wp-block-sharing-icons--disable-container wp-block-one-column-block__sharing fade-in wp-block-one-column-block__sharing fade-in\"\n    >\n    <div class=\"wp-block-sharing-icons__container\">\n        <div class=\"wp-block-sharing-icons__inner\">\n                            <p class=\"wp-block-sharing-icons__title fade-in\">\n                    \u30b7\u30a7\u30a2\u3059\u308b                <\/p>\n                        <div class=\"wp-component-socials wp-component-socials--dark-mode\">\n    \n            <a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/&#038;title=Leveraging%20EDR%20Behavioral%20Data%20for%20Zero-Day%20Vulnerability%20Discovery%20and%20Triage%20of%20Known%20Vulnerabilities\" target=\"_blank\" rel=\"noreferer noopener\" class=\"wp-component-socials__link\" title=\"Linkedin\u3067\u5171\u6709\u3059\u308b\">\n            <svg class='edwp-icon edwp-icon--xlg js-icon ' aria-hidden='true'>\n                <use xlink:href='#linkedin'><\/use>\n            <\/svg>        <\/a>\n    \n            <a href=\"http:\/\/x.com\/share?text=Leveraging EDR Behavioral Data for Zero-Day Vulnerability Discovery and Triage of Known Vulnerabilities&#038;url=https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/\" target=\"_blank\" rel=\"noreferer noopener\" class=\"wp-component-socials__link wp-component-socials__link--twitter\" title=\"\u30c4\u30a4\u30c3\u30bf\u30fc\u3067\u5171\u6709\">\n            <svg class='edwp-icon edwp-icon--xlg js-icon ' aria-hidden='true'>\n                <use xlink:href='#x'><\/use>\n            <\/svg>        <\/a>\n    \n    \n    <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n<\/div>                                                                                <\/div>\n<\/section>\n\n\n<section\n    class=\"wp-block-one-column-block edwp-block js-wp-block-one-column-block wp-block-one-column-block--content-1 layout--spacing-xxxl-bottom\"\n    >\n    <div class=\"wp-block-one-column-block__container\">\n                                                                                                                                    <div class=\"wp-component-image__wrapper wp-block-one-column-block__image fade-in\">\n                    <figure class=\"wp-component-image__figure\">\n                                            <img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"800\" src=\"https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/ws_labs_news.jpg.webp\" class=\"wp-component-image\n                            wp-component-image--desktop\n                            wp-component-image--mobile\n                            wp-component-image--ratio-content-25-1 wp-component-image--fit-cover\" alt=\"\" srcset=\"https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/ws_labs_news.jpg.webp 1200w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/ws_labs_news-300x200.jpg.webp 300w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/ws_labs_news-1024x683.jpg.webp 1024w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/ws_labs_news-768x512.jpg.webp 768w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/ws_labs_news-447x298.jpg.webp 447w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/ws_labs_news-219x146.jpg.webp 219w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/>                                                    <\/figure>\n                    <\/div>\n                                                                                <\/div>\n<\/section>\n\n\n<section\n    class=\"wp-block-two-column-block edwp-block js-wp-block-two-column-block wp-block-two-column-block--content-1 wp-block-two-column-block__left--align-y-top wp-block-two-column-block__right--align-y-top wp-block-two-column-block--split-sidebar layout--none-top layout--spacing-xxxl-bottom\"\n    data-block-id=\"block_8a347d9d483ac2df647edf6d43e030d0\"\n    >\n    <div class=\"wp-block-two-column-block__container row-load\">\n                                                        <div class=\"wp-block-two-column-block__left\">\n                                    <div class=\"wp-component-authors-list wp-block-two-column-block__authors\">\n                    <p class=\"wp-component-authors-list__title\">\n                Authors            <\/p>\n        \n        <div class=\"wp-component-authors-list__items\">\n                                                <div class=\"wp-component-author-card \">\n    <div class=\"wp-component-author-card__media\">\n                    <span class=\"wp-component-author-card__photo-placeholder\" aria-hidden=\"true\">\n                <svg viewBox=\"0 0 64 64\" role=\"presentation\" focusable=\"false\">\n                    <path d=\"M32 34c-8.1 0-14.7 6.6-14.7 14.7v3.5h29.4v-3.5C46.7 40.6 40.1 34 32 34z\"><\/path>\n                    <path d=\"M32 31.2c6 0 10.9-4.9 10.9-10.9S38 9.4 32 9.4s-10.9 4.9-10.9 10.9S26 31.2 32 31.2z\"><\/path>\n                <\/svg>\n            <\/span>\n            <\/div>\n    <div class=\"wp-component-author-card__content\">\n                    <h3 class=\"wp-component-author-card__name\">Jarno Niemela<\/h3>\n        \n                \n            <\/div>\n\n<\/div>\n\n                                    <\/div>\n\n            <\/div>\n<section\n    class=\"wp-block-sharing-icons edwp-block wp-block-sharing-icons--disable-border wp-block-sharing-icons--disable-container wp-block-two-column-block__share wp-block-two-column-block__hide-mobile wp-block-two-column-block__share wp-block-two-column-block__hide-mobile\"\n    >\n    <div class=\"wp-block-sharing-icons__container\">\n        <div class=\"wp-block-sharing-icons__inner\">\n                            <p class=\"wp-block-sharing-icons__title fade-in\">\n                    Share this story                <\/p>\n                        <div class=\"wp-component-socials wp-component-socials--dark-mode\">\n    \n            <a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/&#038;title=Leveraging%20EDR%20Behavioral%20Data%20for%20Zero-Day%20Vulnerability%20Discovery%20and%20Triage%20of%20Known%20Vulnerabilities\" target=\"_blank\" rel=\"noreferer noopener\" class=\"wp-component-socials__link\" title=\"Linkedin\u3067\u5171\u6709\u3059\u308b\">\n            <svg class='edwp-icon edwp-icon--xlg js-icon ' aria-hidden='true'>\n                <use xlink:href='#linkedin'><\/use>\n            <\/svg>        <\/a>\n    \n            <a href=\"http:\/\/x.com\/share?text=Leveraging EDR Behavioral Data for Zero-Day Vulnerability Discovery and Triage of Known Vulnerabilities&#038;url=https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/\" target=\"_blank\" rel=\"noreferer noopener\" class=\"wp-component-socials__link wp-component-socials__link--twitter\" title=\"\u30c4\u30a4\u30c3\u30bf\u30fc\u3067\u5171\u6709\">\n            <svg class='edwp-icon edwp-icon--xlg js-icon ' aria-hidden='true'>\n                <use xlink:href='#x'><\/use>\n            <\/svg>        <\/a>\n    \n    \n    <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n                <\/div>\n                                                <div class=\"wp-block-two-column-block__right\">\n                                <div class=\"wp-component-paragraph wp-block-two-column-block__paragraph \">\n    <h2>At WithSecure, we have the benefit of a comprehensive set of capabilities, allowing us to conduct research on how to better integrate our various services.<\/h2>\n<p>One such topic has been the use of behavioral information provided by Endpoint Detection and Response (EDR) to detect potential privilege escalation vulnerabilities.\u00a0This approach serves both as a means of verifying and triaging known vulnerabilities to confirm their exploitability on a host, and more interestingly, it enables us to discover novel vulnerabilities that have not yet been reported or abused in the wild.<\/p>\n<p>What we are doing is monitoring the host for behavioral artifacts from privileged processes that indicate a possible way for adversaries to subvert the intended operation of that process. Essentially, it is a real-time, behavior-based access rights audit that focuses solely on activities occurring within a given host. Every host that has been in use for an extended period has a very extensive list of misconfigurations, but only those utilized by privileged processes are significant.<\/p>\n<p>Our goal is to cover unknown vulnerabilities through our protection stack. We aim to prevent vulnerabilities from being exploited with the \u2018DeepGuard\u2019 component of WithSecure EPP, detect exploitation if it occurs with EDR, inform customers of exploitable vulnerabilities, and provide recommendations through Exposure Management. Essentially, we strive to protect our customers pre-zero day, meaning they would be safeguarded before any human is aware of the vulnerability&#8217;s existence.<\/p>\n<p>The method we discovered has proven to be quite fruitful. In fact, it has been so effective that we got around one hundred potential vulnerability discoveries to triage. We have been busy sorting out which ones are already known, and which appear to be novel, and we have been reporting the latter to vendors.<\/p>\n<p>Last week, we reached a milestone with our first vulnerability,\u00a0<a href=\"https:\/\/ti.withsecure.com\/extensions\/WITH-ZD-2025-0001\" target=\"_blank\" rel=\"noopener\">WITH-ZD-2025-0001<\/a>, getting patched and announced by a vendor in their release notes.\u00a0<a href=\"https:\/\/kb.filewave.com\/books\/downloads\/page\/filewave-version-1602#bkmrk-security-notices-the\" target=\"_blank\" rel=\"noopener\">FileWave Version 16.0.2<\/a>. This vulnerability applies only in specific configurations, highlighting the effectiveness of behavior-based verification and triage. Not only have we discovered a new vulnerability, but we are also capable of detecting it only on hosts where the vulnerability is in an exploitable state.<\/p>\n<p>There are many more vendor notifications in the works, but having the first one publicly announced by the software vendor is a milestone worth celebrating.<\/p>\n<\/div>\n<section\n    class=\"wp-block-sharing-icons edwp-block wp-block-sharing-icons--disable-border wp-block-sharing-icons--disable-container wp-block-two-column-block__share wp-block-two-column-block__mobile-after-right wp-block-two-column-block__share wp-block-two-column-block__mobile-after-right\"\n    >\n    <div class=\"wp-block-sharing-icons__container\">\n        <div class=\"wp-block-sharing-icons__inner\">\n                            <p class=\"wp-block-sharing-icons__title fade-in\">\n                    Share this story                <\/p>\n                        <div class=\"wp-component-socials wp-component-socials--dark-mode\">\n    \n            <a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/&#038;title=Leveraging%20EDR%20Behavioral%20Data%20for%20Zero-Day%20Vulnerability%20Discovery%20and%20Triage%20of%20Known%20Vulnerabilities\" target=\"_blank\" rel=\"noreferer noopener\" class=\"wp-component-socials__link\" title=\"Linkedin\u3067\u5171\u6709\u3059\u308b\">\n            <svg class='edwp-icon edwp-icon--xlg js-icon ' aria-hidden='true'>\n                <use xlink:href='#linkedin'><\/use>\n            <\/svg>        <\/a>\n    \n            <a href=\"http:\/\/x.com\/share?text=Leveraging EDR Behavioral Data for Zero-Day Vulnerability Discovery and Triage of Known Vulnerabilities&#038;url=https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/\" target=\"_blank\" rel=\"noreferer noopener\" class=\"wp-component-socials__link wp-component-socials__link--twitter\" title=\"\u30c4\u30a4\u30c3\u30bf\u30fc\u3067\u5171\u6709\">\n            <svg class='edwp-icon edwp-icon--xlg js-icon ' aria-hidden='true'>\n                <use xlink:href='#x'><\/use>\n            <\/svg>        <\/a>\n    \n    \n    <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n                <\/div>\n                        <\/div>\n<\/section>\n\n\n<section\n    class=\"wp-block-cta-banner edwp-block js-wp-block-cta-banner wp-block-cta-banner--style-icon wp-block-cta-banner--no-image layout--spacing-xxxl-top layout--spacing-xxxl-bottom\"\n    >\n    <div class=\"wp-block-cta-banner__container\">\n        <div class=\"wp-block-cta-banner__box row-load\">\n            <div class=\"wp-component-content wp-component-content--help-text wp-component-content--dark wp-block-cta-banner__content\">\n                        <div class=\"wp-component-content__inner\">\n                <h2 class=\"wp-component-heading text--h2 wp-component-heading--dark wp-component-content__title\">\n    What <span class=\"blue-text\">next?<\/span><\/h2>                                    <div class=\"wp-component-content__content wysiwyg wysiwyg--dark\">\n                        <div class=\"wp-component-paragraph wp-component-paragraph--dark\">\n    <p class=\"text--p-medium\">Discover WithSecure\u2122 Elements Exposure Management.<br \/>\n&#8211; No credit card required. No obligations.No complexity.<\/p>\n<\/div>\n                    <\/div>\n                            <\/div>\n                            <div class=\"wp-component-content__buttons\">\n                <a class=\"wp-component-button btn btn--primary btn--dark\" href=\"https:\/\/www.withsecure.com\/en\/contact-us\/\">Contact us<\/a>            <\/div>\n                <\/div>                    <\/div>\n    <\/div>\n<\/section>\n\n\n\n\n<section\n    class=\"wp-block-cards edwp-block wp-block-cards--col-3 js-wp-block-cards wp-block-cards--show-overflow wp-block-cards--auto-slides-per-view layout--spacing-xxxl-top layout--spacing-xxxl-bottom\"\n    >\n    <div class=\"wp-block-cards__container\">\n        <div class=\"wp-component-content wp-component-content--default wp-block-cards__content\">\n            <h2 class=\"wp-component-heading text--h2 wp-component-content__title\">\n    Related <span class=\"blue-text\">Labs content<\/span><\/h2>                    <div class=\"wp-component-content__inner\">\n                                    <div class=\"wp-component-content__content wysiwyg\">\n                        <div class=\"wp-component-paragraph \">\n    <p class=\"text--p-medium\"><span data-teams=\"true\">Find related content relating to this topic.<\/span><\/p>\n<\/div>\n                    <\/div>\n                                                            <\/div>\n                <\/div>                            <div\n                class=\"swiper wp-block-cards__swiper js-wp-block-cards-swiper\"\n                data-slides-per-view-desktop=\"auto\"\n                data-slides-per-view-tablet=\"auto\"\n                data-slides-per-view-mobile=\"auto\"\n            >\n                <div class=\"swiper-wrapper wp-block-cards__swiper-wrapper row-load\">\n                                            <div class=\"swiper-slide wp-block-cards__slide\">\n                            <div class=\"wp-component-card-insight wp-block-cards__card wp-component-card-insight--highlighted\">\n    <div class=\"wp-component-card-insight__image-wrapper\">\n        <img loading=\"lazy\" decoding=\"async\" width=\"618\" height=\"440\" src=\"https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder.jpg.webp\" class=\"wp-component-card-insight__image\" alt=\"\" srcset=\"https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder.jpg.webp 618w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-300x214.jpg.webp 300w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-447x318.jpg.webp 447w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-205x146.jpg.webp 205w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/>                    <p class=\"wp-component-card-insight__content-type\">W\/\u30e9\u30dc<\/p>\n            <\/div>\n    <div class=\"wp-component-card-insight__content\">\n                    <div class=\"wp-component-card-insight__meta\">\n                <div class=\"wp-component-card-insight__categories\">\n                                            <span class=\"wp-component-card-insight__category\">Attack Detection<\/span>\n                                            <span class=\"wp-component-card-insight__category\">Software Protection<\/span>\n                                            <span class=\"wp-component-card-insight__category\">Threat intelligence<\/span>\n                                    <\/div>\n            <\/div>\n                            <h3 class=\"wp-component-card-insight__title\">DarkGate Rises: New version of DarkGate malware hunts like a Duck but bites like a RAT<\/h3>\n                                            <p class=\"wp-component-card-insight__desc\">Source: https:\/\/labs.withsecure.com\/publications\/darkgate-rises<\/p>\n                            <div class=\"wp-component-card-insight__button-wrapper\">\n                <a class=\"wp-component-button btn btn--primary btn--dark wp-component-card-insight__button btn--small\" href=\"https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/darkgate-rises\/\">\u3082\u3063\u3068\u8aad\u3080<\/a>            <\/div>\n            <\/div>\n<\/div>                        <\/div>\n                                            <div class=\"swiper-slide wp-block-cards__slide\">\n                            <div class=\"wp-component-card-insight wp-block-cards__card\">\n    <div class=\"wp-component-card-insight__image-wrapper\">\n        <img loading=\"lazy\" decoding=\"async\" width=\"618\" height=\"440\" src=\"https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder.jpg.webp\" class=\"wp-component-card-insight__image\" alt=\"\" srcset=\"https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder.jpg.webp 618w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-300x214.jpg.webp 300w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-447x318.jpg.webp 447w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-205x146.jpg.webp 205w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/>                    <p class=\"wp-component-card-insight__content-type\">W\/\u30e9\u30dc<\/p>\n            <\/div>\n    <div class=\"wp-component-card-insight__content\">\n                    <div class=\"wp-component-card-insight__meta\">\n                <div class=\"wp-component-card-insight__categories\">\n                                            <span class=\"wp-component-card-insight__category\">Attack Detection<\/span>\n                                            <span class=\"wp-component-card-insight__category\">Software Protection<\/span>\n                                            <span class=\"wp-component-card-insight__category\">Threat intelligence<\/span>\n                                    <\/div>\n            <\/div>\n                            <h3 class=\"wp-component-card-insight__title\">Reverse engineering a Lumma infection<\/h3>\n                                            <p class=\"wp-component-card-insight__desc\">Lumma is an information stealer that the WithSecure Detection and Response Team (DRT) have encountered several times. It has seen wider use over the past couple of years, and makes for an interesting threat to monitor.<\/p>\n                            <div class=\"wp-component-card-insight__button-wrapper\">\n                <a class=\"wp-component-button btn btn--primary wp-component-card-insight__button btn--small\" href=\"https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/reverse-engineering-a-lumma-infection\/\">\u3082\u3063\u3068\u8aad\u3080<\/a>            <\/div>\n            <\/div>\n<\/div>                        <\/div>\n                                            <div class=\"swiper-slide wp-block-cards__slide\">\n                            <div class=\"wp-component-card-insight wp-block-cards__card\">\n    <div class=\"wp-component-card-insight__image-wrapper\">\n        <img loading=\"lazy\" decoding=\"async\" width=\"618\" height=\"440\" src=\"https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder.jpg.webp\" class=\"wp-component-card-insight__image\" alt=\"\" srcset=\"https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder.jpg.webp 618w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-300x214.jpg.webp 300w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-447x318.jpg.webp 447w, https:\/\/www.withsecure.com\/wp-content\/smush-webp\/2026\/05\/placeholder-205x146.jpg.webp 205w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/>                    <p class=\"wp-component-card-insight__content-type\">W\/\u30e9\u30dc<\/p>\n            <\/div>\n    <div class=\"wp-component-card-insight__content\">\n                    <div class=\"wp-component-card-insight__meta\">\n                <div class=\"wp-component-card-insight__categories\">\n                                            <span class=\"wp-component-card-insight__category\">AI security<\/span>\n                                            <span class=\"wp-component-card-insight__category\">Attack Detection<\/span>\n                                            <span class=\"wp-component-card-insight__category\">Software Protection<\/span>\n                                    <\/div>\n            <\/div>\n                            <h3 class=\"wp-component-card-insight__title\">Machine learning-driven malware analysis<\/h3>\n                                            <p class=\"wp-component-card-insight__desc\">With the rapid emergence of new malware variants, accurately classifying and attributing malware samples has become more challenging than ever<\/p>\n                            <div class=\"wp-component-card-insight__button-wrapper\">\n                <a class=\"wp-component-button btn btn--primary wp-component-card-insight__button btn--small\" href=\"https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/machine-learning-driven-malware-analysis\/\">\u3082\u3063\u3068\u8aad\u3080<\/a>            <\/div>\n            <\/div>\n<\/div>                        <\/div>\n                                    <\/div>\n                <div class=\"wp-block-cards__nav fade-in\">\n                    <div class=\"wp-block-cards__pagination js-wp-block-cards-pagination\">\n                    <\/div>\n                    <div class=\"wp-block-cards__nav-arrow js-wp-block-cards-nav-prev\">\n                        <svg class='edwp-icon edwp-icon--reg js-icon ' aria-hidden='true'>\n                <use xlink:href='#chevron'><\/use>\n            <\/svg>                    <\/div>\n                    <div class=\"wp-block-cards__nav-arrow js-wp-block-cards-nav-next\">\n                        <svg class='edwp-icon edwp-icon--reg js-icon ' aria-hidden='true'>\n                <use xlink:href='#chevron'><\/use>\n            <\/svg>                    <\/div>\n                <\/div>\n            <\/div>\n                                    <\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>At WithSecure, we have the benefit of a comprehensive set of capabilities, allowing us to conduct research on how to better integrate our various services.<\/p>\n","protected":false},"author":3,"featured_media":0,"template":"","categories":[314,340,332],"labs_content_type":[349],"class_list":["post-10384","lab_item","type-lab_item","status-publish","hentry","category-attack-detection","category-dfir","category-endpoint-security"],"acf":[],"card":"<div class=\"wp-component-card-insight js-card-link wp-component-card-insight--highlighted\">\n    <div class=\"wp-component-card-insight__image-wrapper\">\n        <img width=\"618\" height=\"440\" src=\"https:\/\/www.withsecure.com\/wp-content\/uploads\/2026\/05\/placeholder.jpg\" class=\"wp-component-card-insight__image\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/www.withsecure.com\/wp-content\/uploads\/2026\/05\/placeholder.jpg 618w, https:\/\/www.withsecure.com\/wp-content\/uploads\/2026\/05\/placeholder-300x214.jpg 300w, https:\/\/www.withsecure.com\/wp-content\/uploads\/2026\/05\/placeholder-447x318.jpg 447w, https:\/\/www.withsecure.com\/wp-content\/uploads\/2026\/05\/placeholder-205x146.jpg 205w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/>                    <p class=\"wp-component-card-insight__content-type\">W\/\u30e9\u30dc<\/p>\n            <\/div>\n    <div class=\"wp-component-card-insight__content\">\n                    <div class=\"wp-component-card-insight__meta\">\n                <div class=\"wp-component-card-insight__categories\">\n                                            <span class=\"wp-component-card-insight__category\">Attack Detection<\/span>\n                                            <span class=\"wp-component-card-insight__category\">Dfir<\/span>\n                                            <span class=\"wp-component-card-insight__category\">Endpoint Security<\/span>\n                                    <\/div>\n            <\/div>\n                            <h3 class=\"wp-component-card-insight__title\">Leveraging EDR Behavioral Data for Zero-Day Vulnerability Discovery and Triage of Known Vulnerabilities<\/h3>\n                                            <p class=\"wp-component-card-insight__desc\">At WithSecure, we have the benefit of a comprehensive set of capabilities, allowing us to conduct research on how to better integrate our various services.<\/p>\n                            <div class=\"wp-component-card-insight__button-wrapper\">\n                <a class=\"wp-component-button btn btn--primary btn--dark wp-component-card-insight__button btn--small\" href=\"https:\/\/www.withsecure.com\/jp-ja\/resources-hub\/w-labs\/leveraging-edr-behavioral-data-for-zero-day-vulnerability-discovery-and-triage-of-known-vulnerabilities\/\">\u3082\u3063\u3068\u8aad\u3080<\/a>            <\/div>\n            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