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BioX: Turning Digital Twins into Wet-Lab Wins via Automated Media Optimization
Published:โข 5 min readAccelerating biotech workflows by combining metabolic modeling (CarveMe/COBRApy) with SMAC3 Bayesian optimization to simulate and discover ideal fungal growth environments.
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๐ GECCO 2025 Best Paper Award: Optimizing the Optimizer
Published:โข 5 min readCelebrating the prestigious Best Paper Award at GECCO 2025 for pioneering insights into Reinforcement Learning and Dynamic Algorithm Configuration.
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Graph Neural Network For Drug Discovery
Published:โข 5 min readHow integrating 2D molecular graphs with ensembles of 3D conformers via an efficient, geometry-aware barycenter pooling mechanism yields state-of-the-art molecular property prediction.
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Active Learning For Object Detection
Published:โข 6 min readHow combining a dynamic two-stage uncertainty frame with a localization-heavy Emphasis loss breaks the data-hungry bottleneck of deep object detectors.