Mirror Physics

Mirror Physics

AI Researcher: Physics Foundation Models

New York City · Junior

H1B sponsorship availableDetected 407 days ago
PythonAlgorithmsMachine LearningDeep LearningPyTorchNLPCFDResearchCommunicationCollaboration

About the role

  • The engine of the Mirror platform is our foundation model for physics-based simulation.

Responsibilities

  • Develop robust, scalable, and generalizable atomistic models with high fidelity across chemical domains.
  • develop new objectives that maximize data efficiency.
  • Develop diagnostic tooling for model performance, failure-mode analysis, and uncertainty quantification
  • Mentor junior researchers and collaborate with applied science and engineering teams.
  • Curate heterogeneous and multi-fidelity datasets into unified training corpora; develop new objectives that maximize data efficiency.
  • Develop diagnostic tooling for model performance, failure-mode analysis, and uncertainty quantification; propose new benchmarks that stress-test predictive accuracy, physical consistency, and extrapolation.

Requirements

  • Familiarity with JAX.

Nice to have

  • Fluency in Python plus PyTorch and familiarity with distributed training tooling (CUDA, NCCL, Slurm).
  • Preferred Extras

Compensation

  • Competitive salary + meaningful equity

Benefits

  • Competitive salary + meaningful equity
  • Full health, dental, and vision benefits for you and your family
  • Personal fitness budget
  • Unlimited PTO and all national holidays
  • Ph.D. or M.S./B.S. with equivalent research record in Physics, Materials Science, Computer Science, or related field with a strong emphasis on machine learning and atomistic modeling.
  • 3+ years experience with deep learning at scale, especially equivariant GNNs, diffusion and transformer architectures.

Equal opportunity

  • Mirror is an equal-opportunity employer.
  • We celebrate diversity and are committed to creating an inclusive environment for all employees.

Visa & Work Authorization

  • Visa sponsorship available.

This listing is sourced directly from Mirror Physics's careers page and normalized into a canonical job model.