SimpleTES scales test-time evaluation in LLMs to discover state-of-the-art solutions on 21 scientific problems across six domains, outperforming frontier models and optimization pipelines with examples like 2x faster LASSO and new Erdos constructions.
Quantum computing in the nisq era and beyond
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A composition-only ML framework with Rashomon ensembles extracts consensus design rules and screens ~45,000 compounds to identify 122 high-confidence quantum defect hosts, recovering known materials and predicting new ones validated by limited DFT.
The authors extend generative quantum eigensolver to produce circuits with upper-bounded quantum circuit-cutting overhead for molecular ground-state search, tested via transformer decoder on BeH2 with a new loss function and hybrid training strategy.
Noisy IBM quantum circuits reproduce short-time population dynamics of a biased exciton dimer against HEOM benchmarks, with fitted parameters showing linear dependence on noisy-gate frequency to enable interpolation, extended via TTM.
Solovay-Kitaev randomized compilation reduces one-qubit rotation trace-distance error by a factor of at least two in ideal simulation and mitigates coherent noise on hardware.
This thesis explores geometric and dynamical properties of entanglement in two- and many-body spin systems under XXZ and Ising interactions using phase space and Fubini-Study geometry.
Review of quantum computing methods and potential for non-ground-state quantum chemistry including reaction dynamics, mechanisms, and finite temperatures.
citing papers explorer
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Evaluation-driven Scaling for Scientific Discovery
SimpleTES scales test-time evaluation in LLMs to discover state-of-the-art solutions on 21 scientific problems across six domains, outperforming frontier models and optimization pipelines with examples like 2x faster LASSO and new Erdos constructions.
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Beyond Diamond: Interpretable Machine Learning Reveals Design Principles for Quantum Defect Host Materials
A composition-only ML framework with Rashomon ensembles extracts consensus design rules and screens ~45,000 compounds to identify 122 high-confidence quantum defect hosts, recovering known materials and predicting new ones validated by limited DFT.
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Generative quantum eigensolver with constrained circuit-cutting overhead
The authors extend generative quantum eigensolver to produce circuits with upper-bounded quantum circuit-cutting overhead for molecular ground-state search, tested via transformer decoder on BeH2 with a new loss function and hybrid training strategy.
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Quantum Simulation of Dissipative Energy Transfer via Noisy Quantum Computer
Noisy IBM quantum circuits reproduce short-time population dynamics of a biased exciton dimer against HEOM benchmarks, with fitted parameters showing linear dependence on noisy-gate frequency to enable interpolation, extended via TTM.
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Solovay Kitaev Algorithm and Randomized Compilation
Solovay-Kitaev randomized compilation reduces one-qubit rotation trace-distance error by a factor of at least two in ideal simulation and mitigates coherent noise on hardware.
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Exploring the Geometric and Dynamical Properties of Spin Systems and Their Interplay with Quantum Entanglement
This thesis explores geometric and dynamical properties of entanglement in two- and many-body spin systems under XXZ and Ising interactions using phase space and Fubini-Study geometry.
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Quantum Computing Beyond Ground State Electronic Structure: A Review of Progress Toward Quantum Chemistry Out of the Ground State
Review of quantum computing methods and potential for non-ground-state quantum chemistry including reaction dynamics, mechanisms, and finite temperatures.