Keynote Speaker at CVPR 2025 FedVision Workshop

I gave a keynote at CVPR FedVision workshop on June 11th, 2025.
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I talked about our recent series of works on uncertainty estimation of LLMs and VLMs:

- MARS: Meaning-Aware Response Scoring for Uncertainty Estimation in Generative LLMs (ACL'24)

- Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs (NAACL'25)

- Reconsidering LLM Uncertainty Estimation Methods in the Wild (ACL'25)

- HARMONY: Hidden Activation Representations and Model Output-Aware Uncertainty Estimation for Vision-Language Models
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As well as, our works on bringing pretrained foundational models to federated learning:

- GPT-FL: Generative Pre-trained Model-Assisted Federated Learning

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