Author

Yu-Zhou Wang

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Preprint Aug 2026

Computational Thresholds for Balanced and Fixed-Slice Independent Sets in Bipartite Graphs

The worst-case tractability of approximate counting and sampling of fixed-size slices for bipartite independent set problems for bipartite independent set problems is studied.

Ijay Narang, Will Perkins, Yu-Zhou Wang et al. · 1 citation

#machine learning Preprint Feb 2026

Constant-Stepsize Stochastic Approximation: Finite-Time Convergence, Gaussian Approximation, and Tail Bounds

Beyond strong convexity, for general convex SGD, a Gibbs limiting law is identified and a pre-limit Wasserstein approximation error under stability and Stein-equation hypothesis is proved, which are validated numerically.

Zedong Wang, Yu-Yang Wang, Ijay Narang et al. · 1 citation