SIGNALAI·Jul 3, 2026, 4:00 AMSignal0Short term

Stable Self-Modulating Quantum Fast-Weight Programmers with Bounded Memory Gates

Source: arXiv cs.LG

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Stable Self-Modulating Quantum Fast-Weight Programmers with Bounded Memory Gates

arXiv:2607.02363v1 Announce Type: cross Abstract: Quantum Fast-Weight Programmers (QFWPs) store temporal information in dynamically programmed variational-circuit parameters rather than in nonlinear recurrent hidden states, offering a practical route to quantum sequence modeling. Self-Modulating QFWP improves this framework by using input-dependent gates for both new fast-weight updates and the accumulated fast-weight state, but its unbounded old-state multiplier can diverge in long-sequence regimes. We propose a bounded old-state modulation rule that applies a sign-preserving tanh gate only t

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