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barren plateaus 1parameter sharing 1quantum neural networks 1quantum recurrent neural networks 1time-translation symmetry 1

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quant-ph2026

Defeating Barren Plateaus with Task-Aligned Symmetry

Ruipeng Xing, Yanan Li, Zhen Shang +3

The paper demonstrates that enforcing time‑translation symmetry via parameter sharing across time steps eliminates barren plateaus in quantum recurrent neural networks, changing gr…