Optuna

2019 · 8,126 citations · 0 from inside this corpus

Takuya Akiba, Shotaro Sano low, Toshihiko Yanase, Takeru Ohta low, Masanori Koyama

The source holds an abstract for this work, but its best open-access copy is under no open licence, which does not permit us to republish the text. Read it at the source below.

4 of 4 neighbouring works in this corpus. Blue is what this paper cites; orange is what cites it, and a dashed line is one neighbour citing another. Only the largest labels are drawn — every node carries its full title on hover.

this paper works it cites works citing it node size = global citations · hover for the full title

What this paper cites, inside the corpus

Paper	Year	Cited
Automatic differentiation in PyTorch	2017	11,099
Completely Derandomized Self-Adaptation in Evolution Strategies	2001	4,364
Algorithms for Hyper-Parameter Optimization	2011	3,188
Automated Machine Learning	2019	1,451

Links

DOI · OpenAlex record

Topics

Machine Learning and Data Classification	Computer Science
Advanced Multi-Objective Optimization Algorithms	Computer Science
Metaheuristic Optimization Algorithms Research	Computer Science

Is this record sound?

complete

Nothing in this record contradicts itself and no field we check is missing.

supports5 author record(s) attached.
supports28 reference(s) recorded.
neutralThe DOI carries no year to check against.
supportsA title is present.

Provenance

Everything above was read from one stored OpenAlex payload, fetched 2026-09-04T03:58:43+00:00.

sha256 5cad55ac5d4d41e1…