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qualitatively characterizing neural network optimization problems

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cs.LG 2

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2026 1 2024 1

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Scalar Representations of Neural Network Training Dynamics

cs.LG · 2026-06-29 · unverdicted · novelty 5.0

Scalar embeddings of neural network training trajectories treated as temporal networks preserve main dynamical features including Lyapunov exponents, enable definition of a characteristic decorrelation time, and show asymptotic state spacings compatible with a skew lognormal distribution.

The Platonic Representation Hypothesis

cs.LG · 2024-05-13 · unverdicted · novelty 5.0

Representations learned by large AI models are converging toward a shared statistical model of reality.

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  • Scalar Representations of Neural Network Training Dynamics cs.LG · 2026-06-29 · unverdicted · none · ref 27

    Scalar embeddings of neural network training trajectories treated as temporal networks preserve main dynamical features including Lyapunov exponents, enable definition of a characteristic decorrelation time, and show asymptotic state spacings compatible with a skew lognormal distribution.