On-device research index

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.

169,181 papers · 148 categories

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2 results for “proxy-Lagrangian”

Two-Player Games for Efficient Non-Convex Constrained Optimizationcs.LG

A new game-theoretic approach tackles non-convex constrained optimization.

problem Non-convex constrained optimization with non-differentiable constraints.

method Proxy-Lagrangian formulation, two-player game approach.

result Classifier size is significantly reduced to m+1 models.

constrained optimization non-convex proxy-Lagrangian two-player game swap regret

2018-04-17abs ↗pdf ↗

Optimization with Non-Differentiable Constraints with Applications to Fairness, Recall, Churn, and Other Goalscs.LG

New method solves non-convex constrained optimization problems with non-differentiable constraints.

problem Training non-convex models with non-differentiable constraints.

method Proxy-Lagrangian formulation and semi-coarse correlated equilibrium.

result Solves non-convex constrained optimization problems with theoretical guarantees.

Machine Learning Optimization Non-Differentiable Constraints Fairness Recall

2018-09-11abs ↗pdf ↗