Bayesain Deep Learning

Training-Free Bayesianization for Low-Rank Adapters of Large Language Models
Estimating the uncertainty of responses of Large Language Models~(LLMs) remains a critical challenge. While recent Bayesian methods …
Haizhou Shi, Yibin Wang, Ligong Han, Dimitris Metaxas, Huan Zhang, Hao Wang
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BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models
Large Language Models (LLMs) often suffer from overconfidence during inference, particularly when adapted to downstream domain-specific …
Yibin Wang, Haizhou Shi, Ligong Han, Dimitris Metaxas, Hao Wang
PDF Code Poster Slides arxiv NeurIPS
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models