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MultiTarget Pharmaceuticals multitarget anticancer compounds
Multitarget Anticancer Compounds, supplied by MultiTarget Pharmaceuticals, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/multitarget+anticancer+compounds/anticancer+copper+ii++multitarget+pro+drug/pm39641280-698-25-25
Average 90 stars, based on 1 article reviews
multitarget anticancer compounds - by Bioz Stars, 2026-10
90/100 stars

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Article Title: From SMILES to Enhanced Molecular Property Prediction: A Unified Multimodal Framework with Predicted 3D Conformers and Contrastive Learning Techniques.
Article Snippet: We present a novel molecular property prediction framework that requires only the SMILES format as input but is designed to be multimodal by incorporating predicted 3D conformer representations.. Our model captures comprehensive molecular features by leveraging both the sequential character structure of SMILES and the three-dimensional spatial structure of conformers.. The framework employs contrastive learning techniques, utilizing InfoNCE loss to align SMILES and conformer embeddings, along with task-specific loss functions, such as ConR for regression and SupCon for classification.



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