Physics
Unsupervised phase transition discovery via the Prometheus framework, meta-learning for physics-informed neural networks, and quantum system analysis.
Scientific Computing Group
Meta-learning for physics-informed neural networks, benchmarking few-shot adaptation, and computational methods for parametric PDEs.
Prometheus
Unsupervised discovery of phase transitions in physical systems using variational autoencoders. First ML detection of exotic quantum critical phenomena.
Beam-Plasma Collective Oscillations in Intense Charged-Particle Beams: Dielectric Response Theory, Langmuir Wave Dispersion, and Unsupervised Detection via Prometheus
Brandon Yee, Wilson Collins, Michael Iofin, Jiayi Fu
Working Paper, Submitted to CERN BL4S
Unsupervised Discovery of Intermediate Phase Order in the Frustrated J₁-J₂ Heisenberg Model via Prometheus Framework
Brandon Yee, Wilson Collins, Maximilian Rutkowski
Working Paper • CSEF Infosys CS Award 3rd Place
From Classical to Quantum: Extending Prometheus for Unsupervised Discovery of Phase Transitions in Three Dimensions and Quantum Systems
Brandon Yee, Wilson Collins, Maximilian Rutkowski
In Review
Prometheus: Unsupervised discovery of phase transitions and order parameters in the 2D Ising model using variational autoencoders
Brandon Yee, Wilson Collins, Caden Wang, Mihir Tekal
Published in the 40th Proceedings of the AAAI Conference on Artificial Intelligence, Presented at AAAI-26 AI2ASE
Wilson Collins
Research Director
Yee Collins Research Group
Pairie Koh
Research Director
Yee Collins Research Group
Brandon Yee
Lead Researcher
Yee Collins Research Group
Benjamin Pellegrini
Technical Director
Yee Collins Research Group
Maximilian Rutkowski
Senior Researcher
Yee Collins Research Group
Mihir Tekal
Senior Researcher
Yee Collins Research Group
Micheal Iofin
Researcher
MIT Primes
Caden Wang
Researcher
New York University
Jiayi Fu
Researcher
Yee Collins Research Group
Joyce Yang
Researcher
Yee Collins Research Group
Ryan Gomez
Researcher
Yee Collins Research Group
Aaryan Vaishya
Researcher
Yee Collins Research Group
Jack Rodriguez
Researcher
Yee Collins Research Group
Danny Kim
Researcher
Yee Collins Research Group
Felipe Quintero Ochoa
US Senior Chair
AI Youth Global Organization
Alston Yam
NZ Senior Chair
AI Youth Global Organization
Maxwell Lipton
Research Intern
Yee Collins Research Group