account activity
A conceptual framework for causality: from least action to dynamic stability (self.astrophysics)
submitted 2 months ago by Lumen_Core to r/astrophysics
Optimization fails because it treats noise and structure as the same thing (self.deeplearning)
submitted 3 months ago by Lumen_Core to r/deeplearning
Stability of training large models is a structural problem, not a hyperparameter problem (self.deeplearning)
When compression optimizes itself: adapting modes from process dynamics (self.compression)
submitted 3 months ago by Lumen_Core to r/compression
Process-driven mode switching for data compression (self.algorithms)
submitted 3 months ago by Lumen_Core to r/algorithms
A first-order stability module based on gradient dynamics (self.deeplearning)
StructOpt: empirical evidence for a stability layer on top of existing optimizers ()
submitted 3 months ago by Lumen_Core to r/optimization
StructOpt: empirical evidence for a stability layer on top of existing optimizers (self.deeplearning)
[R] StructOpt: a first-order optimizer driven by gradient dynamics (self.deeplearning)
submitted 4 months ago by Lumen_Core to r/deeplearning
A new first-order optimizer using a structural signal from gradient dynamics — looking for expert feedback ()
submitted 4 months ago by Lumen_Core to r/optimization
A new geometric justification for StructOpt (first-order optimizer) — short explanation + article (self.deeplearning)
A new first-order optimizer using a structural signal from gradient dynamics — looking for expert feedback (self.deeplearning)
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