IGT-OMD reduces gradient transport error from quadratic to linear in delay length for delayed bilevel optimization and achieves sublinear regret with adaptive steps.
Methods of conjugate gradients for solving linear systems.Journal of Research of the National Bureau of Standards, 49(6):409–436
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Gaussian process regression generalizes Green's function integration for pressure reconstruction from error-embedded gradients, matching or exceeding GFI performance on turbulence data while providing calibrated posterior uncertainty.
A fused gather-GEMM-scatter CUDA kernel achieves 4.6-7.3x end-to-end speedup and 3.2-4.9x lower energy for matrix-free 3D SIMP topology optimization on RTX 4090 compared to three-stage baselines.
Iteris, an agentic research system, produced evidence and drafts for two open computational math problems that were verified after human correction.
This is an introductory review of the linear algebraic subproblems and contemporary solvers in variational data assimilation for geophysical applications.
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Pressure reconstruction from error-embedded gradient measurements: a Gaussian-process generalization of Green's function integration
Gaussian process regression generalizes Green's function integration for pressure reconstruction from error-embedded gradients, matching or exceeding GFI performance on turbulence data while providing calibrated posterior uncertainty.