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2026

Arc melting segmentation output
Physics-Informed Gaussian Processes for Hardness Prediction in Refractory High Entropy Alloys AI 4 Science ICML

Delia McGrath, Michael J. Pavel, Rohan Yuri Sanspeur

2026

Physics-Informed Machine Learning Gaussian Processes
Arc melting segmentation output
CrystalReasoner: Reasoning and RL for Property-Conditioned Crystal Structure Generation Preprint

Yuyang Wu, Stefano Falletta, Delia McGrath, Sherry Yang

2026

Reinforcement Learning LLM Materials Discovery
Arc melting segmentation output
Fire&Eyes: Real-Time Arc-Aware State Estimation Toward Alloying Automation IROS 2026

Hasan Amin*, Delia McGrath* (* Equal Contribution)

2026

Computer Vision Robotics
Classifier-Free + Probe Guidance results
Using Self-Correcting Search to Accelerate Materials Discovery Article

Dron Hazra, Mark Bissell, Daniel Balsam, Adeesh Kolluru, Delia McGrath, Jorge Colindres

2026

Materials Discovery Steering Blogpost
MATRIX benchmark dataset composition
MATRIX: A Multimodal Benchmark and Post-Training Framework for Materials Science Preprint

Delia McGrath, Curtis Chong, Rohil Kulkarni, Gerbrand Ceder, Adeesh Kolluru

2026

Materials Science Multimodal AI arXiv 🤗 Model 🤗 Dataset