Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup.

Goldt S, Advani MS, Saxe AM, Krzakala F, Zdeborová L

DOI: 10.1088/1742-5468/abc61e
Published: 2020 Dec
Container: Journal of statistical mechanics (Online)
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1088/1742-5468/abc61e,
  title = {Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup.},
  author = {Goldt S and Advani MS and Saxe AM and Krzakala F and Zdeborová L},
  year = {2020},
  journal = {Journal of statistical mechanics (Online)},
  doi = {10.1088/1742-5468/abc61e},
  url = {https://doi.org/10.1088/1742-5468/abc61e}
}

RIS

TY  - JOUR
TI  - Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup.
AU  - Goldt S
AU  - Advani MS
AU  - Saxe AM
AU  - Krzakala F
AU  - Zdeborová L
PY  - 2020
JO  - Journal of statistical mechanics (Online)
DO  - 10.1088/1742-5468/abc61e
UR  - https://doi.org/10.1088/1742-5468/abc61e
ER  -

APA

S, G., MS, A., AM, S., F, K., & L, Z. (2020). Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup.. Journal of statistical mechanics (Online). https://doi.org/10.1088/1742-5468/abc61e

Source records

pubmed · retrieved 2026-09-26T20:49:57.663Z
europe-pmc · retrieved 2026-09-26T20:49:57.682Z
hal · retrieved 2026-09-26T20:49:57.710Z