AI & ML interests

RNA inverse design, reinforcement learning, diffusion models

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Gabriel166  updated a Space 2 days ago
MORAD-RNA/README
Gabriel166  published a Space 2 days ago
MORAD-RNA/README
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MORAD

Reinforcement Learning with Multi-Objective Rewards for RNA Inverse Design

MORAD post-trains a single backbone-conditioned RNA diffusion policy online with a six-objective reward covering tertiary geometry, base pairing, ensemble behavior and sequence composition. The trained policy designs sequences for a new target backbone directly, with no per-target optimization.

  • 🧬 MORAD-RIDE: the released model, post-trained from pretrained RIDE
  • 📦 MORAD-Targets: 527 training and 153 test RNA backbone targets
  • 💻 Code: training, evaluation and reproduction scripts
  • 🌐 Project page: overview, method and results