Disordered Systems and Neural Networks
PulseAugur coverage of Disordered Systems and Neural Networks — every cluster mentioning Disordered Systems and Neural Networks across labs, papers, and developer communities, ranked by signal.
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New theory analyzes stability of memory patterns in neural networks
Researchers have developed a new theory to analyze the dynamical stability of stored patterns in attractor neural networks, which are models of biological memory. This theory extends previous approaches by considering g…
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Dynamical phase selection controls compute scaling in looped transformers
Researchers have identified that the computational cost of looped transformers during inference is determined by their dynamical phase, which is influenced by initialization. Networks with identical architectures and ob…
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Paper reveals interpretability limits in linear regression models
A new paper published on arXiv explores the limitations of interpretability in multiple linear regression models, particularly when dealing with multicollinearity. The research theoretically analyzes how correlated inpu…