https://aiscience.uk/tags/meta-learning/ Recent content in Meta-Learning on AI Science Report Hugo en-us Sun, 21 Jun 2026 00:00:00 +0800 https://aiscience.uk/posts/ai-molecular-discovery-meta-learning/ Sun, 21 Jun 2026 00:00:00 +0800 https://aiscience.uk/posts/ai-molecular-discovery-meta-learning/ <p>Imagine being handed a box containing more objects than there are stars in the observable universe — and being told that somewhere inside it lies a material that could make batteries last ten times longer, or a molecule that kills antibiotic-resistant bacteria. You get to test a few hundred items before your budget runs out. Good luck.</p> <p>That, roughly speaking, is the problem facing chemists who search for new molecules. The space of synthesizable chemical compounds is estimated to exceed 10⁶⁰ candidates — a number so large it mocks the very idea of systematic search. For decades, discovering a useful new molecule has been a mixture of chemical intuition, educated guesswork, and sheer persistence. Now, a team from Los Alamos National Laboratory and Georgia Tech has built an AI system that learns how to search — and it&rsquo;s dramatically better than anything we&rsquo;ve had before.</p>