conservation law
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Continuous-time Analysis of Anchor Acceleration
Recently, the anchor acceleration, an acceleration mechanism distinct from Nes-terov's, has been discovered for minimax optimization and fixed-point problems,
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Transformers learn through gradual rank increase
Can we apply this analysis to transformers?
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NoetherNetworks: Meta-LearningUsefulConserved Quantities
Useful biases often exploit symmetries intheprediction problem, suchasconvolutional networks relying on translation equivariance.
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Deep Energy-Based Modeling of Discrete-Time Physics
However, this may not be possible in discrete time, which is often the case in practical learning and computation.
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25d463c05b414125f598cdf8022b3b46-Paper-Conference.pdf
Attention Network (GA T), a popular GNN architecture in which a node's neighborhood aggregation is weighted by parameterized attention coefficients.
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