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Tag: virtual

  • Distribution-Free Uncertainty-Aware Virtual Sensing via Conformalized Neural Operators

    Distribution-Free Uncertainty-Aware Virtual Sensing via Conformalized Neural Operators arXiv:2507.11574v1 Announce Type: cross Abstract: Robust uncertainty quantification (UQ) remains a critical barrier to the safe deployment of deep learning in real-time virtual sensing, particularly in high-stakes domains where sparse, noisy, or non-collocated sensor data are the norm. We introduce the Conformalized Monte Carlo Operator (CMCO), a…

  • Comprehensive Guide to Dependency Management in Python

    Comprehensive Guide to Dependency Management in Python Introduction When learning Python, many beginners focus solely on the language and its libraries while completely ignoring virtual environments. As a result, managing Python projects can become a mess: dependencies installed for different projects may have conflicting versions, leading to compatibility issues. Even when I studied Python, nobody…