1、Snapdragon and Qualcomm branded products are products of Qualcomm Technologies,Inc.and/or its subsidiaries.Nov 16,2023Snapdragon and Qualcomm branded products are products of Qualcomm Technologies,Inc.and/or its subsidiaries.Kyuwoong HwangKyuwoong HwangSenior Director,TechnologyQualcomm Korea YHThe

2、future of AI is“on device”QCOMResearchQCOMResearch2TodaysagendaWhy on-devicegenerative AI is keyFull-stack AI optimizationsfor diffusion models Stable Diffusion Stable Diffusion Full-stack AI optimizationsfor large language models Llama 2Llama 2Hybrid AI technologiesand architecturesQ&A23AIMET is a

3、product of Qualcomm Innovation Center,Inc.Qualcomm AI Research is an initiative of Qualcomm Technologies,Inc.LLM:Large language mode;LVM:Language vision modelLeading machinelearning researchfor on-device AIacross the entirespectrum of topics Platform Platform researchresearchAppliedAppliedresearchre

4、searchFundamentalFundamentalresearchresearchAI AI researchresearchGenerative AIG-CNNSelf-supervised learningReinforcement learningCausality and system-2Model quantization,compression,and NASHW-SW co-designDistillation of generative modelsPower managementAI Model EfficiencyToolkit(AIMET)Deep learning

5、for 3D/geometryAudio and videocompressionAI for wirelessand RF sensingEnergy-efficientperceptionAI forchip designOn-device learningBayesian distributed learningGraph and kerneloptimizationFederated learningDeep learning for graphicsVideo recognition and predictionVirtual AI assistant(LLM)Diffusion-b

6、ased image generation(LVM)Voice UI4FullFull-stack stack AI research&AI research&optimizationoptimizationModel,hardware,and softwareinnovation across each layerto accelerate AI applicationsEarly R&D andtechnology inventionsessential to leadingthe ecosystem forwardTransfer tech to commercialteams and