Currently Conv2d in ChAI does not support a parameter for padding. Although this can potentially be done without Conv2d having to support it as a parameter, it would be nice if we could support it to add it to all 4 sides of the input automatically within the layer.
See pytorch for reference: https://pytorch.org/docs/stable/generated/torch.nn.Conv2d.html#torch.nn.Conv2d