continuous-time flows 1flow matching 1generative modeling 1memorization detection 1overfitting 1spectral analysis 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
The Geometry of Memorization: Finite-Time Spectral Sensitivity as a Diagnostic for Flow Matching Models
Shuchan Wang
The paper introduces Finite-Time Spectral Sensitivity (FTSS), a gradient‑free metric that tracks the RMS singular value of the state‑transition matrix in continuous‑time flow match…
cs.LG2026
Dynamics-Level Watermarking of Flow Matching Models with Random Codes
Shuchan Wang
We introduce a dynamics-level approach to watermarking generative models. Rather than embedding signals into model weights or outputs, we embed the watermark directly into the lear…
cs.SE2025
A Quantum Annealing Approach for Solving Optimal Feature Selection and Next Release Problems
Shuchang Wang, Xiaopeng Qiu, Yingxing Xue +2
Search-based software engineering (SBSE) addresses critical optimization challenges in software engineering, including the next release problem (NRP) and feature selection problem…