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#molecular-optimization News & Analysis

2 articles tagged with #molecular-optimization. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · 9h ago7/10
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MolWorld: Molecule World Models for Actionable Molecular Optimization

Researchers introduce MolWorld, a novel AI framework that optimizes molecular structures for drug discovery by modeling actionable pathways between molecules. Unlike existing methods, MolWorld ensures discovered candidates are chemically reachable from known compounds through valid intermediate steps, making them practically viable for lead optimization.

AINeutralarXiv – CS AI · 9h ago6/10
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From Single-Step Edit Response to Multi-Step Molecular Optimization

Researchers propose SMER-Opt, a novel approach to molecular optimization that combines a single-step edit response predictor with multi-step planning via tree search. The method addresses the challenge of editing molecules for desired properties by treating molecular edits as discrete actions guided by chemical feasibility rules, reducing dependence on external oracles and improving data efficiency.