Blog Posts | Joshua Berkowitz

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Rapid and Automated Alloy Design with Graph Neural Network-Powered Large Language Model-Driven Multi-Agent AI

The search for new materials with enhanced mechanical properties has previously been constrained by the sheer complexity of the compositional design space. Multi-principal element alloys offer excepti...

alloy design artificial intelligence computational materials dislocation dynamics graph neural networks machine learning materials science multi-agent systems

Nov 10, 2025

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Papers

GraphBAN Marries Graphs and LLMs to Predict New Compound-Protein Interactions

Understanding how small molecules interact with proteins is a cornerstone of modern drug discovery. These compound–protein interactions (CPIs) determine whether a candidate molecule can modulate a bio...

BAN CDAN compound-protein interactions domain adaptation drug discovery graph neural networks knowledge distillation

Nov 2, 2025

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Papers

Harnessing Graph Foundation Models to Unlock Relational Data's Potential

Relational databases are at the core of many modern applications, yet traditional machine learning often misses the nuanced connections within their complex structures. By transforming relational tabl...

data modeling foundation models graph learning graph neural networks machine learning relational data transfer learning

Jul 16, 2025

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News

Explainable AI Revolutionizes Hardware Trojan Detection with SALTY

The Growing Challenge of Hardware Trojans Modern semiconductor supply chains are increasingly global and complex, making hardware Trojans—malicious modifications to chip designs—a serious security con...

EDA workflows explainable AI graph neural networks hardware security machine learning semiconductors supply chain Trojan detection

May 20, 2025

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