Research map / Optimization / Nonconvex and smooth optimization
Gradient-Free Method for Heavily Constrained Nonconvex Optimization
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| DSZOG (doubly stochastic ZO with momentum and adaptive step) vs. constrained ZO baselines | constrained classification with pairwise constraints · a9a, w8a, gen, svm | test accuracy (%) | Mixed |
| DSZOG vs. constrained ZO baselines | classification with fairness constraints · D1-D4 | test accuracy (%): DSZOG highest on D1-D4 among the reported methods | Helped |
| DSZOG vs. AccSZOFW on pairwise constraints for w8a | w8a classification with pairwise constraints · w8a | test accuracy (%) | No clear effect |
| DSZOG vs. AccSZOFW on fairness constraints D2 | D2 classification with fairness constraints · D2 | test accuracy (%) | Mixed |
| No ablation of momentum (EMA), adaptive step size, or stochastic constraint sampling was reported | DSZOG · all | accuracy | No clear effect |
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