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LLM Reasoning with Confidence

This is an invited talk: LLM Reasoning with Confidence -- Can LLMs use their own confidence to scale reasoning and self-improve without external rewards? Invited Speaker: Xuandong Zhao is a Postdoctoral Researcher at UC Berkeley, affiliated with the Berkeley Artificial Intelligence Research (BAIR) Lab, where he works with Prof. Dawn Song. Xuandong’s research focuses on the capability and reliability of frontier AI models and agents. Host: Xiao Pan is an Applied Scientist at Amazon Rufus team. Her work focuses on synthetic data curation pipelines, model post-training, and agentic framework design for Rufus.