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E. Huerta

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Preprint Sep 2026

Democratizing Atomistic Simulation Workflows for the AI Era with the Quantum Accelerator

We present the Quantum Accelerator (QuAcc), an open-source workflow library for atomistic simulations with an emphasis on quantum-mechanical calculations. QuAcc provides predefined workflow recipes spanning first-principles electronic-structure methods, semiempirical and tight-binding approaches, classical potentials,...

Andrew S. Rosen, Naisargi Goyal, B. Ayers et al. · 0 citations
Preprint Aug 2026

Wrong but Useful: Trajectory Value Beyond Answer Correctness in Multi-Agent Messages

Multi-agent reasoning systems often use agreement, confidence, or automated scores to decide which messages should shape a final answer. Such filtering assumes that a message likely to be correct is also worth keeping. Yet a wrong answer can contain a useful decomposition, constraint, or scientific principle. We test t...

Chih-Hsuan Yang, Anjir Ahmed Chowdhury, Cheng-Hau Yang et al. · 2 citations
Preprint Aug 2026

FABRICA: Agentic CUDA-to-CSL Translation and Optimization for Wafer-Scale Systems

These results identify base-model capability, target knowledge, execution feedback, and same-target measurement as central to cross-architecture kernel generation as central to cross-architecture kernel generation.

Yuebo Luo, E. Huerta, Venkat Vishwanath et al. · 0 citations
#artificial intelligence Preprint Sep 2026

The convergent laboratory: when AI reasoning, autonomous experiments, high performance and quantum computing reshape chemistry

This Comment emerges from TPC26 (https://tpc26.org), a conference convening leaders from academia, national laboratories, and industry who are reshaping materials science discovery. The meeting explored how AI, autonomous agents, self-driving labs, higher performance and quantum computing converge to amplify their indi...

E. Huerta, Xiao-Yu Wang, Geetika Gupta et al. · 0 citations

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