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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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2 results for “interpolation-like”

Escaping Saddle-Points Faster under Interpolation-like Conditionsstat.ML

Paper shows faster convergence to local-minimizers in over-parametrized models under interpolation-like conditions.

problem Escaping saddle-points in over-parametrized models.

method Stochastic and deterministic optimization algorithms under interpolation-like conditions.

result Oracle complexity of PSGD and SCRN algorithms to reach

ε

-local-minimizer matches or improves upon deterministic rates.

over-parametrization saddle-points local-minimizers stochastic optimization interpolation-like

2020-09-28abs ↗pdf ↗

Improved Complexities for Stochastic Conditional Gradient Methods under Interpolation-like Conditionsmath.OC

Improved complexity for machine learning optimization methods.

problem Optimizing over-parametrized models in machine learning.

method Stochastic conditional gradient methods with interpolation-like conditions.

result Improved oracle complexities for finding optimal solutions.

machine learning optimization stochastic gradient conditional gradient interpolation

2020-06-15abs ↗pdf ↗