Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386081801> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4386081801 abstract "Differentiable optimization has received a significant amount of attention due to its foundational role in the domain of machine learning based on neural networks. The existing methods leverages the optimality conditions and implicit function theorem to obtain the Jacobian matrix of the output, which increases the computational cost and limits the application of differentiable optimization. In addition, some non-differentiable constraints lead to more challenges when using prior differentiable optimization layers. This paper proposes a differentiable layer, named Differentiable Frank-Wolfe Layer (DFWLayer), by rolling out the Frank-Wolfe method, a well-known optimization algorithm which can solve constrained optimization problems without projections and Hessian matrix computations, thus leading to a efficient way of dealing with large-scale problems. Theoretically, we establish a bound on the suboptimality gap of the DFWLayer in the context of l1-norm constraints. Experimental assessments demonstrate that the DFWLayer not only attains competitive accuracy in solutions and gradients but also consistently adheres to constraints. Moreover, it surpasses the baselines in both forward and backward computational speeds." @default.
- W4386081801 created "2023-08-23" @default.
- W4386081801 creator A5004075655 @default.
- W4386081801 creator A5015991234 @default.
- W4386081801 creator A5048279362 @default.
- W4386081801 creator A5067322004 @default.
- W4386081801 date "2023-08-21" @default.
- W4386081801 modified "2023-09-27" @default.
- W4386081801 title "Differentiable Frank-Wolfe Optimization Layer" @default.
- W4386081801 doi "https://doi.org/10.48550/arxiv.2308.10806" @default.
- W4386081801 hasPublicationYear "2023" @default.
- W4386081801 type Work @default.
- W4386081801 citedByCount "0" @default.
- W4386081801 crossrefType "posted-content" @default.
- W4386081801 hasAuthorship W4386081801A5004075655 @default.
- W4386081801 hasAuthorship W4386081801A5015991234 @default.
- W4386081801 hasAuthorship W4386081801A5048279362 @default.
- W4386081801 hasAuthorship W4386081801A5067322004 @default.
- W4386081801 hasBestOaLocation W43860818011 @default.
- W4386081801 hasConcept C11413529 @default.
- W4386081801 hasConcept C126255220 @default.
- W4386081801 hasConcept C134306372 @default.
- W4386081801 hasConcept C137836250 @default.
- W4386081801 hasConcept C151730666 @default.
- W4386081801 hasConcept C200331156 @default.
- W4386081801 hasConcept C202615002 @default.
- W4386081801 hasConcept C203616005 @default.
- W4386081801 hasConcept C2779343474 @default.
- W4386081801 hasConcept C28826006 @default.
- W4386081801 hasConcept C33923547 @default.
- W4386081801 hasConcept C41008148 @default.
- W4386081801 hasConcept C45374587 @default.
- W4386081801 hasConcept C86803240 @default.
- W4386081801 hasConceptScore W4386081801C11413529 @default.
- W4386081801 hasConceptScore W4386081801C126255220 @default.
- W4386081801 hasConceptScore W4386081801C134306372 @default.
- W4386081801 hasConceptScore W4386081801C137836250 @default.
- W4386081801 hasConceptScore W4386081801C151730666 @default.
- W4386081801 hasConceptScore W4386081801C200331156 @default.
- W4386081801 hasConceptScore W4386081801C202615002 @default.
- W4386081801 hasConceptScore W4386081801C203616005 @default.
- W4386081801 hasConceptScore W4386081801C2779343474 @default.
- W4386081801 hasConceptScore W4386081801C28826006 @default.
- W4386081801 hasConceptScore W4386081801C33923547 @default.
- W4386081801 hasConceptScore W4386081801C41008148 @default.
- W4386081801 hasConceptScore W4386081801C45374587 @default.
- W4386081801 hasConceptScore W4386081801C86803240 @default.
- W4386081801 hasLocation W43860818011 @default.
- W4386081801 hasOpenAccess W4386081801 @default.
- W4386081801 hasPrimaryLocation W43860818011 @default.
- W4386081801 hasRelatedWork W1968203803 @default.
- W4386081801 hasRelatedWork W1972505059 @default.
- W4386081801 hasRelatedWork W1979854074 @default.
- W4386081801 hasRelatedWork W1987128773 @default.
- W4386081801 hasRelatedWork W2116817647 @default.
- W4386081801 hasRelatedWork W2252674526 @default.
- W4386081801 hasRelatedWork W3031379238 @default.
- W4386081801 hasRelatedWork W3046339202 @default.
- W4386081801 hasRelatedWork W4243117641 @default.
- W4386081801 hasRelatedWork W4386081801 @default.
- W4386081801 isParatext "false" @default.
- W4386081801 isRetracted "false" @default.
- W4386081801 workType "article" @default.