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Feature: Add MINO implementation. #146

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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 samuelburbulla marked this pull request as draft August 20, 2024 12:40
@samuelburbulla samuelburbulla changed the title [WIP] Feature: Add MINO implementation. Feature: Add MINO implementation. Aug 20, 2024
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