How did you store the resnet in the older PyTorch version?
Did you store the state_dict or the complete model?
In the latter case, you might encounter some issues, if the source code of the used classes has changed, which is the case in nn.Conv2d.
Could you save and load the state_dict instead as described in the Serialization Docs 31?