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deepmind-replication

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Flamehaven / unstable-singularity-detector

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PINN-based tools for detecting finite-time singularities in PDEs. Features lambda prediction formulas, funnel inference, and Gauss-Newton optimization. Independent implementation inspired by DeepMind research (arXiv:2509.14185).

singularity pytorch scientific-computing reproducibility ai-safety scientific-computing-with-python singularity-detection pde-simulation resonant-structures high-precision-numerics deepmind-replication finite-time-blowup pde-blowup-replication gauss-newton-optimization fluid-dynamics-navier-stokes numerical-methods-pde-solver
  • Updated Oct 4, 2025
  • Python

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