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Representations Have Trajectories: Characterizing Temporal Representation Dynamics in Neural Networks

Gowda, Shivaprasad B. et al.
arXiv (All) · Papers
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machine-learning
Recent work has shown that deep neural networks exhibit an implicit low-rank simplicity bias. In this paper, we investigate the questions that naturally arise from this observation. What are the temporal consequences of low-rank simplicity bias during optimization? How does representation geometry e
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