33 citations · 71 across the 14 of their papers we have counts for
4 papers · 1 filter
Autonomous Research Project Management as an Agent Skill: A Case Study in Exact Spectral Spatial Regression
Alexander Chen, Jeffrey Meng, Bram Hoex +1
This work presents an end-to-end demonstration of autonomous machine learning research conducted by an agent skill on consumer hardware. The demonstration evaluates an FFT-based Ke…
Silicon Solar Cell Design for >30% Efficiency via Singlet Fission
Shona McNab, Phoebe Pearce, Pietro P. Altermatt +8
Singlet fission (SF) materials convert high-energy photons into multiple charge carriers, providing a route to exceed the efficiency limits of single-junction silicon solar cells w…
From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry
Aritra Roy, Kevin Shen, Andrew MacBride +350
Large language models (LLMs) are rapidly changing how researchers in materials science and chemistry discover, organize, and act on scientific knowledge. This paper analyzes a broa…
MiST: Understanding the Role of Mid-Stage Scientific Training in Developing Chemical Reasoning Models
Andres M Bran, Tong Xie, Shai Pranesh +9
Large Language Models can develop reasoning capabilities through online fine-tuning with rule-based rewards. However, recent studies reveal a critical constraint: reinforcement lea…