A scientist exploring the fearful symmetry and amazing ordering on a small blue planet full of life, chaos, diversity, and entropy. Let there be light.
Achieving DFT accuracy at EAM-like speed for simulating 100M atoms is now a reality! Using just 8 A100 GPUs, UNEP-v1 (scalable neuroevolution potential) marks a major step toward a universal MLP across the periodic table. Open codes/models: https://t.co/eXRaaxjvQl @NatureComms
New paper on arXiv: Anisotropic short-range order emerges in wurtzite ScAlN alloys and modulates ferroelectric switching barriers, establishing local chemical order as a new degree of freedom for materials design in ferroelectric semiconductors.
https://t.co/UKZ9lBAaU6
🙌New #SpecialIssue "Thermal Transport in Nanoscale Systems" edited by Dr. Shunda Chen @Shunda_Chen , is Open for Submission
➡️Submit to the Special Issue: https://t.co/LLgRUkY1Xm
📅Submission deadline: 31 August 2026
A new paper published in Science: Short-range order in semiconductors has been directly confirmed, offering a new way to engineer electronic properties for advanced microelectronics & quantum devices. https://t.co/c4ETHiXzzJ @ScienceMagazine@BerkeleyLab@gwuengineering#EFRC
Water is the most anomalous liquid and extremely hard to model. We made a breakthrough with a machine-learning framework (NEP-MB-pol) that captures water’s quantum nature and simultaneously predicts its structural, thermodynamic, and transport properties. https://t.co/O8XKBfWE5a
Why does graphite sometimes form instead of diamond, even when diamond should win? Our recent @NatureComms study uses machine-learning MD simulations to uncover carbon’s surprising crystallization behavior. 🔗https://t.co/v2sUj4smOR #NEP#GPUMD#AI#MachineLearning#MLP#Diamond
NEP89 is a foundation model based on the neuroevolution potential (NEP) architecture, delivering empirical-potential-like speed and near-DFT accuracy for large-scale atomistic simulations of inorganic and organic systems across 89 chemical elements. https://t.co/RvslTTZqnb 🚀
Our paper "Enabling Type I Lattice-Matched Heterostructures in SiGeSn Alloys Through Engineering Composition and Short-Range Order: A First-Principles Perspective" is selected for the front cover of IEEE Journal of Selected Topics in Quantum Electronics!
https://t.co/KfsLO9baae
Excited to share our latest work on Semiconductor-Compatible Topological Digital Alloys, just published in Materials Today! Get 50 days of free access here: https://t.co/tM5BSqD9kO
PEAK BLOOM! PEAK BLOOM!
PEAK BLOOOOOOOOOOOM!
It took one more sunrise and warming temperatures, but we're finally here. Come enjoy the splendid spring spectacle.
🌸🌸🌸🌸🌸🌸!
Plan your visit: https://t.co/h04Gu0ksc1
#CherryBlossom#BloomWatch#WashingtonDC
📢 Entropy Special Issues: Open for Submissions!
🔬Exploring Complexity: Short-Range Order in Medium & High-Entropy Materials 🔗https://t.co/eGfp0mKxKB
🚀Advances in Molecular Dynamics Simulations
🔗https://t.co/2X4qYqDi44 @Entropy_MDPI#Entropy#MD#HEA#SRO#ComplexSystems
Our GPU-accelerated NEP-PIMD approach offers an accessible, accurate, and scalable way to capture nuclear quantum effects in diverse materials. 🚀 Now in @AIP_Publishing J. Chem. Phys. 162, 064109 (2025) https://t.co/8OMDDFEq3z #NEP#GPUMD#PIMD#RPMD#TRPMD#MachineLearning#AI
The simulations provide new and interesting insights: grain boundaries, along with asymmetric interatomic interactions and nearly integrable dynamics, may play a crucial role in thermal transport in low-dimensional momentum-conserving systems. Fascinating! A lot of fun!
🚀 Million-atom heat transport simulations of polycrystalline graphene approaching first-principles accuracy on @nvidia gaming GPUs! 💻 Enabled by Neuroevolution Potential (NEP) in GPUMD. Now in J. Appl. Phys. @AIP_Publishing: https://t.co/OfYQmmprEJ #MachineLearning#NEP#MD#AI
🚀 Million-atom heat transport simulations of polycrystalline graphene approaching first-principles accuracy on @nvidia gaming GPUs! 💻 Enabled by Neuroevolution Potential (NEP) in GPUMD. Now in J. Appl. Phys. @AIP_Publishing: https://t.co/OfYQmmprEJ #MachineLearning#NEP#MD#AI
You want to know what are the industrial trends and business opportunities in quantum technologies ? QUANTUM MATTER 2025 in Grenoble is the place for you ! https://t.co/xObATaU7WF Major industries and initiatives will show the way to breakthough in QUANTUM !
I am super happy about it! This honor is shared with my amazing advisors and all the postdocs, students, and collaborators with whom I was lucky to work in the course of my research journey!