Proposes a two-stage stochastic MIP incorporating induced export bans from shortages, develops three tailored cutting-plane methods, and evaluates them on an oncology drug case study.
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2026 2verdicts
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InVitroVision, a fine-tuned PaliGemma-2 model, generates natural language descriptions of embryo development and outperforms ChatGPT 5.2 and base models on a public time-lapse dataset.
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When Shortages Lead to Export Restrictions: A Computational Study
Proposes a two-stage stochastic MIP incorporating induced export bans from shortages, develops three tailored cutting-plane methods, and evaluates them on an oncology drug case study.
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InVitroVision: a Multi-Modal AI Model for Automated Description of Embryo Development using Natural Language
InVitroVision, a fine-tuned PaliGemma-2 model, generates natural language descriptions of embryo development and outperforms ChatGPT 5.2 and base models on a public time-lapse dataset.