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
- Diederik P. Kingma · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Jimmy Ba · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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