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19 Nov 2023: having to deal with constrained op-timization for positive parameters), but you will want to report them in their natural domain.

19 Jun 2024: We provide fast submodular mechanisms to op-timize the tradeoff between procedural fairness and predic-tion accuracy. ... Rather, we sometimes see a sig-nificant change in the whole feature set used, in order to op-timize the objective.

19 Jun 2024: See 5.1 in the Appendix for further analysis. 6 EXPERIMENTS. We are interested in the empirical performance of the op-timum Bethe marginals and partition function, as the re-. ... Results on the validation set are shown in Figure 4, indi-cating that FW

19 Jun 2024: accuracy) of ageneralbinarypairwise MRF. Runtime is practical forsmall real-world problems. • This now allows the accuracy of the global Bethe op-timum to be tested. • ... Importantly, we now have the opportunity to ex-amine rigorously the

19 Jun 2024: The rationalefor using an approximate solver is that especially in the beginning of the op-timization process the current relaxation is not a “tight” relaxation of the cutpolytope anyway.”.

19 Jun 2024: Kappen, H. Path integrals and symmetry breaking for op-timal control theory.

19 Jun 2024: Genevay, A., Cuturi, M., Peyré, G., and Bach, F.(2016). Stochastic Optimization for Large-scale Op-timal Transport. ... 2018). Computational Op-timal Transport. arXiv. Pitié, F., Kokaram, A. C., and Dahyot, R.

19 Jun 2024: Ourexperiments include a detailed comparison of variousDFO schemes on a collection of 212 benchmark op-timization problems from (Moré & Wild, 2009) and12 continuous control tasks from the OpenAI Gymbenchmark suite. •

19 Jun 2024: Also, note that an interpretable model will op-timize the dependence between the latent space z and theside information s to express a simple, i.e.

19 Jun 2024: classifier, we make onlyslight adjustments to the architecture including adding a newhidden layer, in order to enable the concurrent adversarial op-timization for fairness and accuracy.