On the interplay between noise and curvature and its effect on optimization and generalization.
Valentin ThomasFabian PedregosaBart van MerriënboerPierre-Antoine ManzagolYoshua BengioNicolas Le RouxPublished in: AISTATS (2020)
Keyphrases
- optimization process
- optimization problems
- global optimization
- multiscale
- optimization algorithm
- discrete optimization
- random noise
- optimization procedure
- optimization strategies
- image noise
- noise model
- efficient computation
- noise level
- optimization methods
- signal to noise ratio
- noisy data
- gaussian noise
- combinatorial optimization
- additive noise
- optimization method
- scale space
- digital curves
- query processing
- objective function
- neural network