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Emilie Ma

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Open access Aug 2026

Corticolimbic Structure–Function Coupling Is Sensitive to Childhood Adversity and Buffers Adversity-Related Symptoms during Development

Childhood adversity is a potent predictor of mental health problems across the lifespan, and cross-species literature implicates stress-sensitive corticolimbic circuits in adversity-related psychopathology. Structure–function coupling (SFC) is a multimodal marker that is sensitive to developmental plasticity. While eme...

Lucinda M. Sisk, Taylor J. Keding, A. Drew et al. · 0 citations
Jul 2026

Specula: Scaling formal specifications for autonomous model checking of system code

Specula is a push-button agentic system that generates high-quality formal specifications for large, complex system code and uses the specifications for highly effective model checking and bug finding. Specula employs large language model (LLM) based coding agents to autonomously develop TLA+ specifications, including...

Q. Cheng, Saad Mohammad Rafid Pial, Ruize Tang et al. · 0 citations

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