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umbrella-sampling

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Code and data for "Do neural-network free-energy surfaces know when they are wrong?" Tests the error bars of NN ensembles and a gradient GP, trained on umbrella-integration mean forces, against exact free energies (2D/4D models) and metadynamics for alanine dipeptide.

  • Updated Oct 28, 2026
  • Python

Simulation of block copolymer escape dynamics using a bead-spring model with Monte Carlo and forward-flux sampling. Includes free-energy profiling via umbrella sampling and escape rate estimation from micelle cores.

  • Updated May 25, 2025
  • Python

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