Arif Ullah
@ullaharif.bsky.social
Assistant Professor at Anhui University, China.
"Machine learning meets su(n) Lie algebra: Enhancing quantum dynamics learning with exact trace conservation" a collaboration with Jeremy O. Richardson (ETH Zurich) is now online in The Journal of Chemical Physics doi.org/10.1063/5.02...
Machine learning meets su(n) Lie algebra: Enhancing quantum dynamics learning with exact trace conservation
Machine learning has emerged as a promising tool for simulating quantum dissipative dynamics. However, existing methods often struggle to enforce key physical c
doi.org
June 25, 2025 at 3:00 AM
"Machine learning meets su(n) Lie algebra: Enhancing quantum dynamics learning with exact trace conservation" a collaboration with Jeremy O. Richardson (ETH Zurich) is now online in The Journal of Chemical Physics doi.org/10.1063/5.02...
Reposted by Arif Ullah
Meet OMNI-P2x — the First Universal #ML Potential for Excited States! #compchem #aichem #mlchem #neuralnetwork
youtube.com/shorts/sMr7Z...
- Preprint: doi.org/10.26434/che...
- Tutorial: github.com/dralgroup/om...
- Aitomistic Hub: www.aitomistic.xyz
youtube.com/shorts/sMr7Z...
- Preprint: doi.org/10.26434/che...
- Tutorial: github.com/dralgroup/om...
- Aitomistic Hub: www.aitomistic.xyz
Meet OMNI-P2x — the First Universal NN Potential for Excited States! #AI #chemistry #neuralnetworks
YouTube video by Prof. Pavlo O. Dral
youtube.com
May 13, 2025 at 3:47 PM
Meet OMNI-P2x — the First Universal #ML Potential for Excited States! #compchem #aichem #mlchem #neuralnetwork
youtube.com/shorts/sMr7Z...
- Preprint: doi.org/10.26434/che...
- Tutorial: github.com/dralgroup/om...
- Aitomistic Hub: www.aitomistic.xyz
youtube.com/shorts/sMr7Z...
- Preprint: doi.org/10.26434/che...
- Tutorial: github.com/dralgroup/om...
- Aitomistic Hub: www.aitomistic.xyz
Reposted by Arif Ullah
#aichem #compchem intelligent assistant Aitomia for #Aitomistic (AI+aitomistic) & quantum chemical simulations
More info at: mlatom.com/aitomia
More info at: mlatom.com/aitomia
Aitomia: Your Intelligent Assistant for AI-Driven Atomistic and Quantum Chemical Simulations
YouTube video by Prof. Pavlo O. Dral
youtu.be
May 16, 2025 at 12:31 PM
#aichem #compchem intelligent assistant Aitomia for #Aitomistic (AI+aitomistic) & quantum chemical simulations
More info at: mlatom.com/aitomia
More info at: mlatom.com/aitomia