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difftree
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difftree

User guide

  • Installation
  • Quickstart
  • Surrogates for MILP embedding

Background

  • Why differentiable trees
  • Model
  • Limitations and caveats

Examples

  • Heteroscedastic UQ with DifferentiableTreeRegressor
  • Multivariate UQ + cross-conditioning + inverse design
  • Piecewise-linear surrogates for MILP embedding
  • Scaling: what a full-depth soft tree costs
  • Failure modes: seeds, local inverse design, missing epistemic uncertainty, readability

Reference

  • API reference
  • References
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