

{"id":4327,"date":"2025-08-12T10:10:43","date_gmt":"2025-08-12T10:10:43","guid":{"rendered":"https:\/\/gretchen-ai.com\/?p=4327"},"modified":"2026-04-30T14:37:10","modified_gmt":"2026-04-30T14:37:10","slug":"bicrossmamba-st","status":"publish","type":"post","link":"https:\/\/gretchen-ai.com\/de\/bicrossmamba-st\/","title":{"rendered":"BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention."},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4327\" class=\"elementor elementor-4327\">\n\t\t\t\t<div class=\"elementor-element elementor-element-416c3dd e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"416c3dd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ba988b elementor-widget elementor-widget-spacer\" data-id=\"6ba988b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4ffcd06 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"4ffcd06\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-bf5d0d7 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"bf5d0d7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eafa970 wpr-post-info-align-center elementor-widget elementor-widget-wpr-post-info\" data-id=\"eafa970\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wpr-post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"wpr-post-info wpr-post-info-vertical\"><li class=\"wpr-post-info-taxonomy\"><span>Novel AI Architecture<\/span><\/li><li class=\"wpr-post-info-date\"><span>August 12, 2025<\/span><\/li><\/ul>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec9a738 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ec9a738\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2f4b15 elementor-widget elementor-widget-wpr-post-title\" data-id=\"b2f4b15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wpr-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"wpr-post-title\">BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd1cf34 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"dd1cf34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-07d1fb8 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"07d1fb8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f3500c elementor-widget elementor-widget-image\" data-id=\"5f3500c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/y-el-kheir-150x150.png\" class=\"attachment-thumbnail size-thumbnail wp-image-8255\" alt=\"\" srcset=\"https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/y-el-kheir-150x150.png 150w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/y-el-kheir-300x300.png 300w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/y-el-kheir-1024x1024.png 1024w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/y-el-kheir-768x768.png 768w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/y-el-kheir-12x12.png 12w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/y-el-kheir.png 1475w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ccc9f73 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"ccc9f73\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73c40bf elementor-widget elementor-widget-heading\" data-id=\"73c40bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Yassine El Kheir<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f337448 elementor-widget elementor-widget-heading\" data-id=\"f337448\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Deepfake Engineer, Researcher @ Deutsches Deutsches Forschungszentrum f\u00fcr K\u00fcnstliche Intelligenz (DFKI)\n\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb5d56b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"eb5d56b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79047b5 elementor-widget elementor-widget-image\" data-id=\"79047b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/t-polzehl-150x150.png\" class=\"attachment-thumbnail size-thumbnail wp-image-8256\" alt=\"\" srcset=\"https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/t-polzehl-150x150.png 150w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/t-polzehl-300x300.png 300w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/t-polzehl-1024x1024.png 1024w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/t-polzehl-768x768.png 768w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/t-polzehl-12x12.png 12w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/t-polzehl.png 1475w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5bca9a5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"5bca9a5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc76dfa elementor-widget elementor-widget-heading\" data-id=\"cc76dfa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Dr.-Ing. Tim Polzehl<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24cd8b8 elementor-widget elementor-widget-heading\" data-id=\"24cd8b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">CEO &amp; Founder Gretchen AI, <br>Senior Researcher at the Deutsches Forschungszentrum f\u00fcr K\u00fcnstliche Intelligenz (DFKI) in the Berlin department of Speech and Language Technology (SLT)<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ec4747b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"ec4747b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-24faba3 elementor-widget elementor-widget-image\" data-id=\"24faba3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/s-moeller-150x150.png\" class=\"attachment-thumbnail size-thumbnail wp-image-8257\" alt=\"\" srcset=\"https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/s-moeller-150x150.png 150w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/s-moeller-300x300.png 300w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/s-moeller-1024x1024.png 1024w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/s-moeller-768x768.png 768w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/s-moeller-12x12.png 12w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/s-moeller.png 1475w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f133db6 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"f133db6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8c2c0e7 elementor-widget elementor-widget-heading\" data-id=\"8c2c0e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Prof. Dr.-Ing. Sebastian M\u00f6ller<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d90504 elementor-widget elementor-widget-heading\" data-id=\"7d90504\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Head of the Speech and Language Technology research department at the Deutsches Forschungszentrum f\u00fcr K\u00fcnstliche Intelligenz (DFKI)\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40f1630 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"40f1630\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2d098ec elementor-widget elementor-widget-heading\" data-id=\"2d098ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Share:<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bea5d2 elementor-grid-0 elementor-widget elementor-widget-wpr-sharing-buttons\" data-id=\"7bea5d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wpr-sharing-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wpr-sharing-buttons elementor-grid wpr-sharing-official wpr-sharing-label-off wpr-sharing-label-tr\"><div class=\"elementor-grid-item\"><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/gretchen-ai.com\/de\/bicrossmamba-st\/\" class=\"wpr-sharing-icon wpr-sharing-facebook-f\" title=\"\" target=\"_blank\"><i class=\"fab fa-facebook-f\"><\/i><\/a><\/div><div class=\"elementor-grid-item\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/gretchen-ai.com\/de\/bicrossmamba-st\/\" class=\"wpr-sharing-icon wpr-sharing-twitter\" title=\"\" target=\"_blank\"><i class=\"fab fa-twitter\"><\/i><\/a><\/div><div class=\"elementor-grid-item\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&url=https:\/\/gretchen-ai.com\/de\/bicrossmamba-st\/&title=BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention.&summary=by Yassine El Kheir&source=https:\/\/gretchen-ai.com\/de\/bicrossmamba-st\/\" class=\"wpr-sharing-icon wpr-sharing-linkedin-in\" title=\"\" target=\"_blank\"><i class=\"fab fa-linkedin-in\"><\/i><\/a><\/div><div class=\"elementor-grid-item\"><a href=\"https:\/\/api.whatsapp.com\/send?text=*BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention.*%0ahttps:\/\/gretchen-ai.com\/de\/bicrossmamba-st\/\" class=\"wpr-sharing-icon wpr-sharing-whatsapp\" title=\"\" target=\"_blank\"><i class=\"fab fa-whatsapp\"><\/i><\/a><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69beb7b elementor-widget elementor-widget-image\" data-id=\"69beb7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" src=\"https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/speech-waves-2-768x512.jpg\" class=\"attachment-medium_large size-medium_large wp-image-8159\" alt=\"\" srcset=\"https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/speech-waves-2-768x512.jpg 768w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/speech-waves-2-300x200.jpg 300w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/speech-waves-2-1024x682.jpg 1024w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/speech-waves-2-1536x1024.jpg 1536w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/speech-waves-2-2048x1365.jpg 2048w, https:\/\/gretchen-ai.com\/wp-content\/uploads\/2025\/08\/speech-waves-2-18x12.jpg 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef7d140 elementor-widget elementor-widget-heading\" data-id=\"ef7d140\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Voice synthesis technology has reached a point where AI can create  <span style=\"color: #FFCB1D\"> convincing imitations of anyone's voice<\/span> from just a few minutes of audio.\n <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f799571 elementor-widget elementor-widget-text-editor\" data-id=\"f799571\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div>\u00a0This poses serious risks to:<\/div><div>\u00a0<\/div><ul><li><strong>Banking systems<\/strong>\u00a0that rely on voice authentication<\/li><li><strong>Legal proceedings<\/strong>\u00a0where audio evidence is crucial<\/li><li><strong>Personal security<\/strong>\u00a0against impersonation attacks<\/li><\/ul><div>and many more<\/div><div>\u00a0<\/div><div>Traditional detection methods are struggling to keep pace with these rapidly evolving deepfake techniques.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-deb33a1 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"deb33a1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b36cd19 elementor-widget elementor-widget-text-editor\" data-id=\"b36cd19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tYassine El Kheir, Dr.-Ing. Tim Polzehl and Prof. Dr.-Ing. Sebastian M\u00f6ller from the Speech and Language Technology, DFKI, Germany and Technical University of Berlin have developed BiCrossMamba-ST, a novel detection system that outperforms existing methods by substantial margins.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d81a6d elementor-widget elementor-widget-text-editor\" data-id=\"9d81a6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div>The breakthrough lies in its dual-perspective analysis: By processing spectral sub-bands and temporal intervals separately and then integrating their representations, BiCrossMamba-ST effectively captures the subtle cues of synthetic speech.<\/div><div>\u00a0<\/div><div>The performance improvements are striking:<\/div><div>\u00a0<\/div><ul><li><strong>28.2%<\/strong>\u00a0fewer parameters while maintaining superior accuracy<\/li><li><strong>67.74%<\/strong>\u00a0and\u00a0<strong>26.3%<\/strong>\u00a0improvement over other state-of-the-art models like AASIST on the ASVspoof19 and ASVspoofDF21 benchmark datasets, respectively.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-164db68 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"164db68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.researchgate.net\/publication\/391911071_BiCrossMamba-ST_Speech_Deepfake_Detection_with_Bidirectional_Mamba_Spectro-Temporal_Cross-Attention\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read the Full Paper (PDF)<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>by Yassine El 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