Iterative methods for private synthetic data: Unifying framework and new methods

T Liu, G Vietri, SZ Wu - Advances in Neural Information …, 2021 - proceedings.neurips.cc
data from the 2020 US Decennial Census can be framed as a query release problem. We
focus on the approach of synthetic data generation—that is, generate … continuous relaxation of …

Automated black‐box testing of nominal and error scenarios in RESTful APIs

D Corradini, A Zampieri, M Pasqua… - Software Testing …, 2022 - Wiley Online Library
… , the matching algorithm adopts a relaxed approach that … In this section, we discuss the
experimental results obtained during … in a series of heuristics to automate input data generation. …

PCPATCH: software for the topological construction of multigrid relaxation methods

PE Farrell, MG Knepley, L Mitchell… - ACM Transactions on …, 2021 - dl.acm.org
… geometric multigrid with Jacobi relaxation gives neither mesh… both properties: use a
relaxation method that solves simul… same relaxation, which we refer to as a vertex-star iteration, …

Benchmarking materials property prediction methods: the Matbench test set and Automatminer reference algorithm

A Dunn, Q Wang, A Ganose, D Dopp… - npj Computational …, 2020 - nature.com
data and task-irrelevant experimental data (see Methods for … genetic programming to
iteratively evolve more performant … Finally, for tasks containing relaxed structures, we also test

Delete-relaxation heuristics for lifted classical planning

AB Corrêa, G Francès, F Pommerening… - … on Automated Planning …, 2021 - ojs.aaai.org
… the queue at each iteration, added to … approach in the experimental results previously
reported. More recently, Lauer (2020) has introduced lifted heuristics based on the unary relaxation

Self-refine: Iterative refinement with self-feedback

A Madaan, N Tandon, P Gupta… - Advances in …, 2024 - proceedings.neurips.cc
… For constrained generation, we combine automatedrelaxation yt: During our beach vacation...
fb: Include keywords; maintain coherence yt+1: .. beach vacation was filled with relaxation

lbmpy: Automatic code generation for efficient parallel lattice Boltzmann methods

M Bauer, H Köstler, U Rüde - Journal of Computational Science, 2021 - Elsevier
… formalism of multi-relaxation-time methods. It includes the BGK operator and the popular
two-relaxation-time method as special cases. With this approach lbmpy is able to generate all …

Automatic generation of Grover quantum oracles for arbitrary data structures

R Seidel, CKU Becker, S Bock… - Quantum Science …, 2023 - iopscience.iop.org
… . This optimal number of iterations yields the best measurement results. Thus, performing …
Our approach is to relax the constraint of all outputs having the same phase. This does not …

Flow network based generative models for non-iterative diverse candidate generation

E Bengio, M Jain, M Korablyov… - Advances in Neural …, 2021 - proceedings.neurips.cc
… is to relax the desire to have p(x) ∝ R(x) and to use non-… Experimental results In Fig. 3 we
show the empirical distribution of … Our empirical work situates itself in the context of automated

Approximation-refinement testing of compute-intensive cyber-physical models: An approach based on system identification

C Menghi, S Nejati, L Briand, YI Parache - Proceedings of the ACM/IEEE …, 2020 - dl.acm.org
… Our approach embeds black-box testing into an iterative … If spurious, the test results are
used to refine the surrogate … , most notably in automated code generation and early testing and …