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Relational Dynamics Networks for Robotic Planning

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RDGNN

TODO:

  • Improve dataloader returning samples

  • Improve code structure, make things easier to use, and more modular.

  • Improve object processing/implicit ordering.

  • Improve data collection, reduce size

  • Fix currently unused self-relations

  • Fix data-collection task labeling

  • Add offline testing

  • Add online planning through ros

  • Find out how the one hot encoding encoding network is being trained

  • Figure out why/what total_loss += self.bce_loss(outs_decoder_2_edge['pred_sigmoid'][:], x_tensor_dict_next['batch_all_obj_pair_relation'][:, :]) is doing.

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