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"Can quantum androids dream of quantum electrodynmic sheep?"🤔🤖⚛️💭🐑⚡️

We explore this in a new paper on quantum-probabilistic generative models 🎲⚛️🤖💭 and information geometry 🌐📏 from our former QML group @Theteamatx 🥳

Time for an epic thread 👇
scirate.com/arxiv/2206.046… ImageImageImageImage
For some context: quantum-probabilistic generative models (QPGM) are a class of hybrid ML models which combine classical probabilistic ML models (e.g. EBM's) and quantum neural networks (QNNs). As we show in this new paper, turns out these types of models are optimal in many ways Image
It's really important to be able to model *mixed states* (probabilistic mixtures of quantum states) as most states in nature are not pure states/zero temperature! 🥵🔥🏞️ Nature is a mix of probabilistic 🎲 and quantum ⚛️, hence so should your models of it! 🤖⚛️🎲 Image
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