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20132026
most citedIntegration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery

216 citations · 379 across the 13 of their papers we have counts for

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cs.LG2026

Primal-Dual Flow Matching for Sample-Wise Constrained Generation

Zhengyan Huan, Peter Y. Lu, Shuchin Aeron

We consider the problem of learning to generate data while satisfying a prescribed \emph{sample-wise} constraint with a user-specified probability of constraint satisfaction. Start…

quant-ph2026

Flow-based Phase-space Tomography of Continuous-variable Quantum States

Owen Dugan, Rumen Dangovski, Peter Y. Lu +1

Continuous-variable quantum state tomography is limited by the cost of resolving non-Gaussian structure in high-dimensional phase space. We introduce QST-Flow, a quantum state tomo…