Abstract: Bayesian inference provides a methodology for parameter estimation and uncertainty quantification in machine learning and deep learning methods. Variational inference and Markov Chain ...

Abstract: Recent large language models (LLMs) face increasing inference latency as input context length and model size grow. Retrieval-augmented generation (RAG) exacerbates this by significantly ...

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