4 papers
Thermalizing Stochastic Programs
Mirko Amico, Andraž Jelinčič, Andraž JelinÄiÄ +7
We present a set of tools for mapping general stochastic programs to thermodynamic hardware designed for energy-efficient stochastic sampling. Given a target stochastic program exp…
Energy-efficient codon optimization on thermodynamic hardware
Andraz Jelincic, Ross C. Walker
The growing energy demand for computation is becoming increasingly unsustainable. Thermodynamic computing, which harnesses physical thermal fluctuations as a computational resource…
An efficient probabilistic hardware architecture for diffusion-like models
Andraž JelinÄiÄ, Owen Lockwood, Akhil Garlapati +4
The proliferation of probabilistic AI has prompted proposals for specialized stochastic computers. Despite promising efficiency gains, these proposals have failed to gain traction…
Underdamped Langevin MCMC with third order convergence
Maximilian Scott, Dáire O'Kane, Andraž JelinÄiÄ +1
In this paper, we propose a new numerical method for the underdamped Langevin diffusion (ULD) and present a non-asymptotic analysis of its sampling error in the 2-Wasserstein dista…