3 citations · 3 across the 3 of their papers we have counts for
4 papers · 1 filter
Scaling LLM Agents for Materials Design through Hierarchical Collective Reasoning
Jaehwan Choi, Yousung Jung
Materials design must reconcile competing functional requirements with stability and synthesis constraints. Generative models can produce stable, novel crystals, but accommodating…
Pressure-regulated mechanochemistry at lithium metal-sulfide electrolyte interfaces
Kunik Jang, Jaehwan Choi, Jang Wook Choi +1
Stack pressure is commonly treated as a means of maintaining physical contact in all-solid-state lithium-metal batteries, but it can also alter the chemistry of reactive solid-soli…
Compiling Chemical Knowledge into Executable Descriptors for Materials Prediction
Jaehwan Choi, Kunik Jang, Seongmin Kim +5
Materials prediction depends critically on how scientific knowledge is represented, yet many governing considerations exist only as natural-language heuristics that conventional le…
Materealize: a multi-agent deliberation system for end-to-end material design and synthesis
Seongmin Kim, Jaehwan Choi, Kunik Jang +4
We propose Materealize, a multi-agent system for end-to-end inorganic materials design and synthesis that orchestrates core domain tools spanning structure generation, property pre…