Interpretable Human-AI Interaction for Content Creation and Machine Autonomy | AI for Good
0Deep learning models such as ConvNet and transformers have made huge progress in real-world applications from image generation to autonomous driving. Researchers mainly focus on building larger and deeper models to improve the accuracy and performance of public benchmarks. However, when AI models are being deployed in the real world, it is difficult to establish a trustworthy relationship between humans and AI if there are no meaningful interactions. In this talk, Professor Bolei Zhou will present their effort to facilitate interpretable Human-AI interaction for image generation and machine autonomy tasks. He will first introduce their work on improving the controllability of deep generative models for interactive image editing. Then Professor Zhou will talk about their recent work on human-in-the-loop machine learning for efficiently learning safe and interactive autonomous agents in visual navigation and autonomous driving environments. \n\nSpeaker:\nBolei Zhou, Assistant Professor in the Computer Science Department at the University of California, Los Angeles (UCLA) \n\nJoin the Neural Network! \nhttps://aiforgood.itu.int/neural-network/\nThe AI for Good networking community platform powered by AI. \nDesigned to help users build connections with innovators and experts, link innovative ideas with social impact opportunities, and bring the community together to advance the SDGs using AI.\n\n Watch the latest #AIforGood videos!\n\n\nExplore more #AIforGood content:\n AI for Good Top Hits\n • Top Hits \n\n AI for Good Webinars\n • AI for Good Webinars \n\n AI for Good Keynotes\n • AI for Good Keynotes \n\n Stay updated and join our weekly AI for Good newsletter:\nhttp://eepurl.com/gI2kJ5\n\n Discover what's next on our programme!\nhttps://aiforgood.itu.int/programme/\n\nCheck out the latest AI for Good news:\nhttps://aiforgood.itu.int/newsroom/\n\nExplore the AI for Good blog:\nhttps://aiforgood.itu.int/ai-for-good-blog/\n\n Connect on our social media:\nWebsite: https://aiforgood.itu.int/\nTwitter: https://twitter.com/AIforGood\nLinkedIn Page: https://www.linkedin.com/company/26511907 \nLinkedIn Group: https://www.linkedin.com/groups/8567748 \nInstagram: https://www.instagram.com/aiforgood \nFacebook: https://www.facebook.com/AIforGood\n\nWhat is AI for Good?\nWe have less than 10 years to solve the UN SDGs and AI holds great promise to advance many of the sustainable development goals and targets.\nMore than a Summit, more than a movement, AI for Good is presented as a year round digital platform where AI innovators and problem owners learn, build and connect to help identify practical AI solutions to advance the United Nations Sustainable Development Goals.\nAI for Good is organized by ITU in partnership with 40 UN Sister Agencies and co-convened with Switzerland.\n\nDisclaimer:\nThe views and opinions expressed are those of the panelists and do not reflect the official policy of the ITU.