max_ell (int): Maximum angular momentum in the spherical expansion on edges, :math:`l = 0, 1, \dots`.
        Controls the resolution of the spherical expansion.
        correlation (int): The maximum correlation order of the messages, :math:`\nu = 0, 1, \dots`.
        n_dims_in (int): The number of input node attributes.
        hidden_irreps (str): The hidden irreps defining the node features to construct.
        node_feats_irreps (str): The irreps of the node features in the input.
        edge_feats_irreps (str): The irreps of the edge features in the input.
        avg_num_neighbors (float): A normalization factor for the pooling operation, 
        usually taken as the average number of neighbors.
        interaction_cls (Callable, optional): The type of interaction block to use. 
        Defaults to RealAgnosticResidualInteractionBlock.
        Defaults to False.
        use_sc (bool, optional): Whether to use the self connection. Defaults to True.

@misc{Batatia2022MACE,
  title = {MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields},
  author = {Batatia, Ilyes and Kov{\'a}cs, D{\'a}vid P{\'e}ter and Simm, Gregor N. C. and Ortner, Christoph and Cs{\'a}nyi, G{\'a}bor},
  year = {2022},
  number = {arXiv:2206.07697},
  eprint = {2206.07697},
  eprinttype = {arxiv},
  doi = {10.48550/ARXIV.2206.07697},
  archiveprefix = {arXiv}
}
@misc{Batatia2022Design,
  title = {The Design Space of E(3)-Equivariant Atom-Centered Interatomic Potentials},
  author = {Batatia, Ilyes and Batzner, Simon and Kov{\'a}cs, D{\'a}vid P{\'e}ter and Musaelian, Albert and Simm, Gregor N. C. and Drautz, Ralf and Ortner, Christoph and Kozinsky, Boris and Cs{\'a}nyi, G{\'a}bor},
  year = {2022},
  number = {arXiv:2205.06643},
  eprint = {2205.06643},
  eprinttype = {arxiv},
  doi = {10.48550/arXiv.2205.06643},
  archiveprefix = {arXiv}
 }