Harvard Geometric Machine Learning Group

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1. Choir Choir Public

   An open protocol for distributed multi-agent autoformalization.

   Python 114 16

2. Hypergraph_Encodings Hypergraph_Encodings Public

   Code for "Enhancing the Utility of Higher-Order Information in Relational Learning" (NeurIPS 2025))

   Jupyter Notebook 12 2

3. Local_Curvature_Profile Local_Curvature_Profile Public

   Code for 'Effective Structural Encodings via Local Curvature Profiles' (ICLR 2024)

   Python 5 4

4. Unitary_Convolutions Unitary_Convolutions Public

   Code for 'Unitary convolutions for learning on graphs and groups' (NeurIPS 2024 Spotlight)

   Python 4 2

5. Ricci-Flow_Feature-Geometry Ricci-Flow_Feature-Geometry Public

   Code for 'Neural Feature Geometry Evolves as Discrete Ricci Flow' (ICML 2026, Spotlight).

   Jupyter Notebook 4 2

6. AFRC_Rewiring AFRC_Rewiring Public

   Code for 'Mitigating Over-Smoothing and Over-Squashing using Augmentations of Forman-Ricci Curvature' (LoG 2023)

   Python 2 2