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Feature: Add MINO implementation.

Open samuelburbulla opened this issue 8 months ago • 0 comments

Feature: Add MINO implementation.

Description

Add the mesh-independent neural operator (MINO).

Reference: Seungjun Lee. Mesh-Independent Operator Learning for Partial Differential Equations. 2nd AI4Science Workshop, ICML (2022)

Which issue does this PR tackle?

  • Adds MINO.

How does it solve the problem?

  • Implements AttentionKernel and MINO class.

How are the changes tested?

  • Added test_mino.

Checklist for Contributors

  • [ ] Scope: This PR tackles exactly one problem.
  • [ ] Conventions: The branch follows the feature/title-slug convention.
  • [ ] Conventions: The PR title follows the Bugfix: Title convention.
  • [ ] Coding style: The code passes all pre-commit hooks.
  • [ ] Documentation: All changes are well-documented.
  • [ ] Tests: New features are tested and all tests pass successfully.
  • [ ] Changelog: Updated CHANGELOG.md for new features or breaking changes.
  • [ ] Review: A suitable reviewer has been assigned.

Checklist for Reviewers:

  • [ ] The PR solves the issue it claims to solve and only this one.
  • [ ] Changes are tested sufficiently and all tests pass.
  • [ ] Documentation is complete and well-written.
  • [ ] Changelog has been updated, if necessary.

samuelburbulla avatar Jun 21 '24 10:06 samuelburbulla