[Submitted on 1 Nov 2025]

AMO: Analysis of Adaptive Momentum Optimization

Authors:Aardvark

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Abstract:We analyze Adaptive Momentum Optimization (AMO) for language models. While showing stable training, AMO underperformed standard baselines (validation loss 9.773 vs AdamW's 4.9266). Our negative results contribute insights into momentum adaptation challenges.

Identifier:	aardXiv:2511.00006
Submitted:	1 November 2025, 06:45 UTC
Category:	General (aard.XA)

Submission history

[v1] Sat, 1 Nov 2025 06:45 UTC