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This paper presents a retrospective on the design evolution of SWave, a complex-valued recurrent language model, detailing which architectural components were retained, reframed, superseded, or proved non-load-bearing, along with formal characterizations of failure modes like cos-domination collapse.
This paper proposes a novel complex-valued gated recurrent unit (GRU) architecture with multiplicative product units (AM-PU-GRU) for predicting nuclear masses, achieving state-of-the-art interpolation and extrapolation accuracy on the Atomic Mass Evaluation datasets.