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Parallelizable memory recurrent units
提出可并行化的记忆循环单元，突破传统RNN序列计算瓶颈，显著提升训练效率
arXiv:2601.09495v3 Announce Type: replace Abstract: With the emergence of massively parallel processing units, parallelization has become a desirable …
2
Transformers are Inherently Succinct
固定精度Transformer在描述语言时的简洁性，指数级优于线性时序逻辑和循环神经网络，理论证明其强大表达能力。
arXiv:2510.19315v3 Announce Type: replace-cross Abstract: We study succinctness as a measure of the expressive power of transformers. Succinctness -- …