PLA Academy of Military Science

OpenTriIDS: Confidence-Guided Open-Set Intrusion Triage for Unknown Attack Detection in IoT Devices

Open-set IoT intrusion detection must distinguish unfamiliar attacks from uncertain known traffic. OpenTriIDS implements a three-action policy: a random forest accepts high-confidence predictions, routes uncertain samples to a compact known-class prototype memory, and rejects rou...

Few-Layer Graphene Heater Enabled High-Precision Phase-Change Photonic Devices

Abstract Photonic computing overcomes the power and interconnect bottlenecks of conventional electronics through its high bandwidth, low latency, and parallel processing capability, making it ideal for next-generation AI and data-intensive applications. However, current photonic...

A novel nonlinear spectral difference scheme with adaptive linear weights

Abstract This paper presents a nonlinear spectral difference (SD) scheme with adaptive linear weights for solving hyperbolic conservation laws. The proposed scheme enhances the traditional SD method by incorporating a nonlinear weighting strategy that adaptively adjusts linear we...

Burden dynamics of pulmonary arterial hypertension in China and the G20 aggregate: a comparative analysis based on the global burden of disease study 2023

BACKGROUND: Pulmonary arterial hypertension (PAH) causes substantial premature mortality and disability. Updated evidence comparing long-term PAH burden in China with the Group of Twenty (G20) aggregate remains limited. We assessed changes from 1990 to 2023 and projected future t...

Associations of underlying diseases with inflammatory response and pulmonary imaging findings in adults with respiratory tract infections: a retrospective cohort study

The effect of comorbidity burden on inflammatory and imaging severity in respiratory tract infections remains unclear. We retrospectively analyzed 911 adults with respiratory tract infections and compared inflammatory markers and chest CT findings according to underlying diseases...

Multicenter Privacy‐Preserving Federated Models for Predicting Postoperative Delirium and Acute Kidney Injury in Older Patients

ABSTRACT Postoperative delirium (POD) and acute kidney injury (AKI) are serious complications in older patients undergoing surgery, yet predictive model development is often constrained by single‐center data limitations and privacy concerns that preclude centralized data sharing....

Mannose Ameliorates Radiation-Induced Intestinal Injury in Mice via Preventing Mitochondrial Dysfunction

Aims: Radiation-induced intestinal injury (RIII) severely compromises the quality of life in patients undergoing abdominal/pelvic radiotherapy and may necessitate treatment discontinuation. To date, there is no approved agent for the prevention or treatment of RIII. This study ai...