qReduMIS, using QAOA frozen-node signals plus classical reductions, solves real market MIS portfolio instances up to 225 assets on Helios with far better success and TTS scaling than standalone QAOA.
Strategies for running the QAOA at hundreds of qubits
3 Pith papers cite this work. Polarity classification is still indexing.
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IQPopt is a JAX-based software tool enabling classical optimization of IQP circuits with thousands of qubits via efficient simulation of Pauli-Z expectation values, plus a module for quantum generative model training.
The paper identifies four key hurdles in the transition from NISQ to FASQ quantum computers and argues that targeting them will accelerate progress toward useful quantum advantage.
citing papers explorer
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Quantum-Informed Portfolio Selection: An End-to-End Pipeline Validated on Trapped-Ion Hardware with Real Market Data
qReduMIS, using QAOA frozen-node signals plus classical reductions, solves real market MIS portfolio instances up to 225 assets on Helios with far better success and TTS scaling than standalone QAOA.
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IQPopt: Fast optimization of instantaneous quantum polynomial circuits in JAX
IQPopt is a JAX-based software tool enabling classical optimization of IQP circuits with thousands of qubits via efficient simulation of Pauli-Z expectation values, plus a module for quantum generative model training.
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Mind the gaps: The fraught road to quantum advantage
The paper identifies four key hurdles in the transition from NISQ to FASQ quantum computers and argues that targeting them will accelerate progress toward useful quantum advantage.