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Lucas, Frontiers in Physics2 (2014), 10.3389/fphy.2014.00005

Canonical reference. 86% of citing Pith papers cite this work as background.

43 Pith papers citing it
2,471 external citations · external index
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Beyond Gradient Descent: Adam for Analog Ising Machines

physics.app-ph · 2026-06-02 · unverdicted · novelty 7.0

Continuous-time Adam dynamics outperform gradient-descent and momentum dynamics on analog Ising machines for Max-Cut, with a simpler first-order approximation also introduced.

A QUBO Formulation for Nowhere-Zero $k$-Flows

quant-ph · 2026-06-27 · accept · novelty 6.0

Constructs and proves correct a QUBO Hamiltonian H_mod,k whose zero-energy ground states exist exactly when a graph admits a nowhere-zero Z_k-flow, with degeneracy matching the flow polynomial.

Feasibility-driven QAOA with penalty scheduling

quant-ph · 2026-06-23 · unverdicted · novelty 6.0

Introduces Λ-lr-QAOA and piecewise-ramp QAOA that promote penalty schedules to variational parameters and use a feasibility-driven loss on budget-constrained MWIS satellite planning instances.

Coupling-Grouped XY-QAOA for Joint Anomaly-Feature Selection

quant-ph · 2026-06-11 · unverdicted · novelty 6.0

Coupling-Grouped XY-QAOA enables joint anomaly-feature selection via a constraint-preserving grouped-angle QAOA variant, achieving 45.9-61.3% circuit depth reduction and larger feasible executions (64 qubits at p=2) on IBM Heron hardware compared to standard approaches.

Simultaneous Fragment Docking for Geometrically Linkable Pose Pairs

q-bio.BM · 2026-04-16 · unverdicted · novelty 6.0

Q-SFD, a QUBO formulation for simultaneous fragment docking with an added inter-fragment distance term, approximately doubles top-1 recovery of reconstruction-feasible pose pairs and places at least one feasible pair in the top-5 for over 90% of benchmark cases without losing pose accuracy.

Quantum-inspired dynamical models on quantum and classical annealers

quant-ph · 2025-09-04 · unverdicted · novelty 6.0

A parallel-in-time encoding turns quantum dynamical propagators into QUBO instances for direct benchmarking of quantum annealers against classical solvers on models from single-qubit rotations to PT-symmetric systems.

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Showing 43 of 43 citing papers.