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20242026
most citedWatermarking Continuous Tabular Data Generation

1 citations · 1 across the 10 of their papers we have counts for

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math.PR2026

The Berry-Esseen Constant Conjecture is Eventually True

Hengzhi He, Guang Cheng

We prove that the Esseen's constant is valid in the iid Berry--Esseen inequality as long as the sample sizes . The threshold is universal over all real summ…

math.CO2026

Fractional Triangle Decompositions at Partite Minimum Degree

Hengzhi He, Guang Cheng

We prove that every triangle-divisible balanced tripartite graph whose vertex classes have size and whose partite minimum degree is at least admits a fractional triangle…

math.ST2026

Tensor-normal maximum likelihood estimation at the operator-norm sample threshold

Hengzhi He, Guang Cheng

Let be independent Gaussian tensors in with a common covariance matrix given by the Kronecker product of …

math.ST2026

Asymptotically Lossless Exact and Pivotal E-Values

Hengzhi He, Guang Cheng

Consider testing a finite composite null $\cP={P_1,\ldots,P_L}$ against a simple alternative using i.i.d. observations. Let denote the supremum of the expected log…

math.ST2026

Sharp proper estimation of fixed-component Gaussian location mixtures in polynomial time

Hengzhi He, Guang Cheng

We consider a mixture of at most unit-covariance Gaussians in whose means belong to a fixed-radius ball, with no separation or minimum-weight condition. Doss, Wu…

cs.LG2026

Let the Target Select for Itself: Data Selection via Target-Aligned Paths

Huitao Yang, Hengzhi He, Guang Cheng +1

Targeted data selection seeks training examples from a candidate pool that improve downstream task performance. While trajectory-based selectors effectively guide this process, exi…

cs.CR2026

Authenticated Contradictions from Desynchronized Provenance and Watermarking

Alexander Nemecek, Hengzhi He, Guang Cheng +1

Cryptographic provenance standards such as C2PA and invisible watermarking are positioned as complementary defenses for content authentication, yet the two verification layers are…