AI4Mat-NeurIPS-2025: NeurIPS 2025 Workshop on AI for Accelerated Materials Design
Abstract
AI4Mat-NeurIPS-2025 explores applications of artificial intelligence (AI) to materials via: 1. AI-Guided Materials Design; 2. Automated Chemical Synthesis; 3. Automated Material Characterization. AI4MatNeurIPS-2025 emphasizes structured, expert-driven dialogue on making advanced machine learning more impactful for real-world materials discovery. To that end, AI4Mat-RLSF (Research Learning from Speaker Feedback) creates a new structured discussion format where spotlight presenters receive curated, in-depth feedback from invited discussants. Further, the AI4Mat Frontiers & Benchmarking session brings together a diverse and distinguished set of speakers to critically examine current benchmarks, present state-of-the-art methods, and identify emerging opportunities and current limitations in AI-driven materials design.