IEEE

Analyzing the Semantic Structure of Network Flow: A Threat Detection Method With Independent Generalization Capabilities

Abstract: Network threat detection and identification remain fundamental tasks in cyberspace defence. Existing graph-based detection methods exhibit limited capabilities in transformability and ...
GitHub

Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability

The paper revisits the prevailing narrative that "SFT memorizes, RL generalizes", mainly focusing on reasoning SFT (with long-CoT supervision). Our core conclusion is that generalization in reasoning ...
IEEE

From Prompts to Protection: Large Language Model-Assisted In-Context Learning for Smart Public Safety UAV

Abstract: A public safety Uncrewed Aerial Vehicle (UAV) enhances situational awareness during emergency response. Its agility, mobility optimization, and ability to establish Line-of-Sight (LoS) ...
Journal of Medical Internet Research

Game Addiction Scale Assessment Through a Nationally Representative Sample of Young Adult Men: Item Response Theory Graded–Response Modeling

Whether this scale satisfies the necessary conditions for consideration by item response theory (IRT) modeling remains unknown. However, the Diagnostic and Statistical Manual of Mental Disorders, 5th ...
GitHub

A Reinforcement Learning Perspective with

We are grateful for the many thoughtful comments and feedback from the community regarding DFT, ranging from discussions of related ideas to reports of its application in different scenarios. We have ...
Frontiers

Discrimination training affects stimulus generalization in mice during Pavlovian eyeblink conditioning

The delicate balance between discrimination and generalization of responses is crucial for survival in our ever-changing environment. In particular, it is important to understand how stimulus ...
C&EN

Research on the Strong Generalization of Coal Gangue Recognition Technology Based on the Image and Convolutional Neural Network under Complex Conditions

Article subjects are automatically applied from the ACS Subject Taxonomy and describe the scientific concepts and themes of the article. From the above analysis, it can be seen that the image-based ...