Reference papers

[jeremyforest]

Papers which are used as baseline comparison should be referenced in the code

E.g from https://github.com/ContinualAI/continual-learning-baselines/blob/main/experiments/permuted_mnist/synaptic_intelligence.py

def synaptic_intelligence_pmnist(override_args=None):
    
    @article{zenke_continual_2017,
	    title = {Continual {Learning} {Through} {Synaptic} {Intelligence}},
	    url = {http://arxiv.org/abs/1703.04200},
	    journal = {arXiv:1703.04200 [cs, q-bio, stat]},
	    author = {Zenke, Friedemann and Poole, Ben and Ganguli, Surya},
	    month = jun,
	    year = {2017},
    }

   args = create_default_args({'cuda': 0, 'si_lambda': 0.1, 'si_eps': 0.1, 'epochs': 20,
                                'learning_rate': 0.001, 'train_mb_size': 256, 'seed': 0}, override_args)

[AndreaCossu]

We have the reference in the tests but I agree it would be clearer to have those in the main examples. We can move/copy them.

[AndreaCossu]

This is now done 😄