https://tube.transgirl.fr/about/instancehttps://tube.transgirl.fr/videos/localhttps://tube.transgirl.fr/w/94HefXuK67EYHiovQXvYEphttps://tube.transgirl.fr/lazy-static/thumbnails/efa837ea-bb17-4339-8f65-5f09dc5bcf92.jpgSaTML 2024 - ImpNet: Imperceptible and blackbox-undetectable backdoors in compiled neural networksEarly backdoor attacks against machine learning set off an arms race in attack and defence development. Defences have since appeared demonstrating some ability to detect backdoors in models or even remove them. These defences work by inspecting the training data, the model, or the integrity of the training procedure. In this work, we show that backdoors can be added during compilation, circumventing any safeguards in the data preparation and model training stages. The attacker can not only insert existing weight-based backdoors during compilation, but also a new class of weight-independent backdoors, such as ImpNet. These backdoors are impossible to detect during the training or data preparation processes, because they are not yet present. Next, we demonstrate that some backdoors, including ImpNet, can only be reliably detected at the stage where they are inserted and removing them anywhere else presents a significant challenge. We conclude that machine learning model security requires assurance of provenance along the entire technical pipeline, including the data, model architecture, compiler, and hardware specification.https://tube.transgirl.fr/videos/embed/414dbfa4-bf99-4e4a-958e-1b9d6b85c2cbhttps://tube.transgirl.fr/w/amffnnQAkGZPvJZyzKVzDShttps://tube.transgirl.fr/lazy-static/thumbnails/843831e6-2ab3-446a-8870-8760044ff703.jpgAutumn WindAutumn Windhttps://tube.transgirl.fr/videos/embed/4bb5e760-9afc-4117-919a-2a1d29155e50https://tube.transgirl.fr/w/aHzrh2j3FvfPgxQouynEbWhttps://tube.transgirl.fr/lazy-static/thumbnails/c65f26e1-4856-40c1-9e5e-441e9ede630d.jpgcontemplating the meaning of existencecontemplating the meaning of existencehttps://tube.transgirl.fr/videos/embed/4eb05919-f2ee-4f2e-8fc9-4c4cf075dd1ahttps://tube.transgirl.fr/w/trPDuQVR5k7UAX3sKLbZwshttps://tube.transgirl.fr/lazy-static/thumbnails/26b5bddd-0630-4232-b2c1-d725bd0980e1.jpgpeaceful musings of a tranquil mind - Jason Brownpeaceful musings of a tranquil mind - Jason Brownhttps://tube.transgirl.fr/videos/embed/de41b386-8d3c-4d0e-acd3-3878bb4a2c9ahttps://tube.transgirl.fr/w/dF8SDh7eL27cFs3fgrZL4fhttps://tube.transgirl.fr/lazy-static/thumbnails/01b202ae-3d79-4938-98a8-fec59b3b2978.jpgthe shadows look Like dancing skeletonsthe shadows look Like dancing skeletonshttps://tube.transgirl.fr/videos/embed/66a485e0-2067-407f-b1a8-20fb766f2944https://tube.transgirl.fr/w/ij5pyqQgwBKEnkL3mS3pmBhttps://tube.transgirl.fr/lazy-static/thumbnails/4de8600e-e457-4ced-a60b-73b817617f36.jpgan argument over a phone linean argument over a phone linehttps://tube.transgirl.fr/videos/embed/8c3175e2-ca4a-4c0e-a4cb-f236798e7457https://tube.transgirl.fr/w/u29kSo3wKL3XnoPyrzdaXBhttps://tube.transgirl.fr/lazy-static/thumbnails/b1538b98-a28f-41b9-a234-1eaf7bf3994e.jpgwhat happens after we die?what happens after we die?https://tube.transgirl.fr/videos/embed/e2e8c47d-4545-429c-a0bf-ed7c72d861edhttps://tube.transgirl.fr/w/2Mrd5NxpR1psv3iWA24Qqrhttps://tube.transgirl.fr/lazy-static/thumbnails/8edaa25a-dd88-4656-90ed-d8c5f520269e.jpgwandering through a strange landwandering through a strange landhttps://tube.transgirl.fr/videos/embed/0e7124bb-df79-4ba0-a03e-a6695b2dcf11https://tube.transgirl.fr/w/bUSC7trBQDEgiXkBKkndAuhttps://tube.transgirl.fr/lazy-static/thumbnails/bfcada3e-7d60-4713-a1a1-b6a3e036b90c.jpg"The Foxes" by merrikat (cover)Go listen to merrikat at https://youtube.com/@merrikat.mp3 !! lyrics: choke collar bark west side of the street choke collar dog i know you don't mean passing train from an unknown station are you okay? and it's a vacant "yes" head voice, no chest forget what you wanted id rather let go and the foxes will gnaw they will gnaw on our bones some part of me always assumed id die young but im running out of time before dying young becomes just dying forget what you wanted id rather let go the foxes will gnaw they will gnaw on our bones i am not a simple man you live a life i never can you don't believe in bad luck your yellow bird stopped singing, man that's tough forget what you wanted go out in the snow we'll leave in the morning to never come home i said "it's all for the best" from a broken pay phone cause you know i need rest and the foxes need boneshttps://tube.transgirl.fr/videos/embed/585d428b-0b72-48dc-981c-71646810b418https://tube.transgirl.fr/c/root_channel/videoshttps://tube.transgirl.fr/c/ellie_music/videoshttps://tube.transgirl.fr/c/ellie_research/videoshttps://tube.transgirl.fr/c/oribean_channel/videoshttps://tube.transgirl.fr/a/peertube/video-channelshttps://tube.transgirl.fr/a/root/video-channelshttps://tube.transgirl.fr/a/ellie/video-channelshttps://tube.transgirl.fr/a/oribean/video-channels