Jiaming Li

AUG 17, 2026 · PREPRINT

An Analytical-Prior Framework for Data-Efficient Prediction of Sound-Reduction Frequencies in Rectangular Side-Branch Helmholtz Resonators

arXiv

A methodological proof-of-concept study demonstrating a machine-learning framework on a single acoustic engineering problem with no clinical or patient-relevant outcomes.

AUG 13, 2026 · PREPRINT

Sinkhorn Linearization and the Spectral Proxy: Unifying the Statistical and Algorithmic Theory of Feature-Parameterized Inverse Optimal Transport via a Single Spectral Sandwich

arXiv

This is a theoretical paper establishing mathematical foundations and spectral properties for inverse optimal transport without empirical validation, clinical outcomes, or real-world application data.

AUG 10, 2026 · PREPRINT

RA-FinBERT: Rule-aware LoRA adaptation for low-resource financial sentiment classification

arXiv

Single-dataset computational study showing improved accuracy on a sentiment classification task, but lacks peer review, clinical validation, comparative rigor, and generalization evidence across datasets or domains.

AUG 7, 2026 · JOURNAL ARTICLE

Research progress on the relationship and mechanisms of obesity, gut microbiota, and natural medicines

Frontiers in Endocrinology

A narrative review synthesizing preclinical evidence and mechanistic pathways; acknowledges that human trials are limited and causal links are not yet established, making this exploratory rather than confirmatory.

JUN 4, 2026 · JOURNAL ARTICLE

A new clade of H9N2 avian influenza virus circulating in Laos.

Emerging Microbes & Infections

Novel H9N2 clade identified through surveillance in a single region with concerning mutations, but lacks clinical outcome data, animal models, or human epidemiologic evidence of enhanced transmissibility or virulence.