32 citations · 155 across the 38 of their papers we have counts for
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cs.LG2024
Segmenting Watermarked Texts From Language Models
Xingchi Li, Guanxun Li, Xianyang Zhang
Watermarking is a technique that involves embedding nearly unnoticeable statistical signals within generated content to help trace its source. This work focuses on a scenario where…
cs.LG2024★ 2 cited
Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks
Xianyang Zhang, Huijuan Zhou
Kolmogorov-Arnold Network (KAN) is a network structure recently proposed by Liu et al. (2024) that offers improved interpretability and a more parsimonious design in many science-o…
stat.ML2024
Soft-constrained Schrodinger Bridge: a Stochastic Control Approach
Jhanvi Garg, Xianyang Zhang, Quan Zhou
Schrödinger bridge can be viewed as a continuous-time stochastic control problem where the goal is to find an optimally controlled diffusion process whose terminal distribution coi…