Online learning and hallucination detection are understood as frontier problems in AI and with LLMs. posteriors is a new open source Python library from Normal Computing that provides tools for uncertainty quantification and Bayesian computation using PyTorch and its functional API.
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Thermodynamic computing offers a natural approach for fast, energy-efficient computations. We report on the first-ever experiment towards thermodynamic artificial intelligence: solving matrix inversion problems by allowing a system of coupled electrical oscillators to thermally equilibrate with its environment.
In this blog we discuss how the transformer architecture naturally extends over external memories, and share empirical results which leverage this capability. These methods are innate (don't require fine tuning) and outperform popular retrieval augmented generation methods.