WRSWorld Research StateContribute
WORLD RESEARCH STATE

Kingma and Ba: Adam stochastic optimization

Contribution grade

Optimization · METHOD

Reference score130,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Combined first/second moment adaptation and bias correction in a practical stochastic optimizer.

Scientific scope

The record follows the ICLR 2015 conference work. The December 2014 arXiv posting, later convergence counterexamples and repairs, AdamW and claims of universal superiority remain separate.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record follows the ICLR 2015 conference work. The December 2014 arXiv posting, later convergence counterexamples and repairs, AdamW and claims of universal superiority remain separate.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

Full scientific record · Browse contribution grades · Request a correction