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PauliNet: neural wavefunctions with physical constraints

Contribution grade

Chemistry & materials · Scoped scientific or research-capability contribution

Reference score12,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Combined a physics-informed wavefunction ansatz with learning and variational Monte Carlo to improve electronic-structure calculations.

Scientific scope

Combined a physics-informed wavefunction ansatz with learning and variational Monte Carlo to improve electronic-structure calculations. Scope limitation: Reported near-exact accuracy is scoped to tested systems; it does not remove general complexity or approximation limits.

Evidence

Assessment uses the catalogue-linked source evidence for the stated contribution. Reported near-exact accuracy is scoped to tested systems; it does not remove general complexity or approximation limits.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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