On deepfake voice detection — it's all in the presentation | Talk at ICASSP 2026

deepreality Group founder Haydar Talib presents research on how realism is needed to build deepfake detection systems fit for real world use. Realism is what's lacking in training data and benchmarks today and can lead to catastrophic results in practice if not addressed. 00:00 - The challenge of detecting AI-generated deepfakes, in the real world 03:49 - Realism matters, but what does real actually look like? 09:47 - Details on datasets, the dataset strategy, and deepfake detection models 13:00 - Results & key insights 17:54 - Wrapping it up --- ABOUT DEEPREALITY GROUP deepreality Group is an AI research and technology development advisory practice helping companies develop voice security technologies or assess available options rigorously and scientifically. 🌐 Website: https://deeprealitygroup.ai 📬 Subscribe on LinkedIn to the deepreality Group newsletter authored by founder Haydar Talib: https://www.linkedin.com/build-relati... 💼 Connect on LinkedIn:   / haydar-talib-228a302   --- IEEE COPYRIGHT NOTICE © 2026 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. Presented at ICASSP 2026. Based on the publication: "On Deepfake Voice Detection - It's All in the Presentation". DOI: 10.1109/ICASSP55912.2026.11460707 #ICASSP #deeprealityGroup #deepfakes #VoiceAuthentication #AISafety