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Role Title: Physics Expert (Biophysics / Statistical Physics) Role Type: Contractor Location: Remote micro1 is engaging Physics Experts (Biophysics / Statistical Physics) to contribute to a research-level project focused on modeling bacterial population growth, stochastic two-state growth-rate switching, cell-size regulation noise, and asymptotic population growth rate. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input.
No prior experience in AI is required - your domain knowledge is what matters. Participants may be considered for one or more assignments, including Solver, Auditor, or Adjudicator, based on subfield specialization, seniority, and hands-on experience with the relevant methods. Scope of Work - Analyze and model stochastic two-state Markov processes with gamma-distributed waiting times in the context of bacterial population dynamics. - Apply the Euler-Lotka equation to assess and benchmark asymptotic population growth rates under varying noise regimes. - Develop or review analytical approaches using perturbative expansions in small division-noise variance and validate resulting predictions. - Integrate renewal theory and first-passage-time analysis to derive key insights on population growth and cell-size regulation noise. - Document detailed methodological steps, assumptions, and findings clearly for AI training and reproducibility purposes.
Preferred
Qualifications
- Advanced expertise in statistical physics, biophysics, or related quantitative biological modeling of stochastic processes. - Proven experience working with two-state Markov models and gamma-distributed waiting times in biological or physical systems. - Strong command of the Euler-Lotka equation, perturbative expansions, and renewal theory in the context of population or growth dynamics. - Demonstrated ability to conduct first-passage-time analysis and interpret implications for growth-rate fluctuations and size control. Apply directly on RemoteJobs.org: https://remotejobs.org/remote-jobs/physics-expert-biophysics-statistical-physics-micro1
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