STIL-TA: A new model of traffic flow forecasting based on spatiotemporal interactive learning and temporal attention.

Accurate traffic flow forecasting plays a critical role in alleviating urban road congestion. Despite the success of existing models (e.g.

Graph neural networks embedded with domain knowledge for cyber threat intelligence entity and relationship mining.

The escalating frequency and severity of cyber-attacks have presented formidable challenges to the safeguarding of cyberspace. Named Entity Recognition (NER) technology is utilized for the rapid identification of threat entities and their relationships within cyber threat intelligence, enabling security researchers to be promptly informed of the occurrence of cyber threats, thereby enhancing the efficiency of security defense and analysis. However, current models for identifying network threat entities and extracting relationships suffer from limitations such as the inadequate representation of textual semantic information, insufficient granularity in threat entity recognition, and errors in relationship extraction propagation.

Effects of combined high-intensity interval and moderate-intensity continuous training vs. moderate-intensity continuous training alone in male adolescents: a randomized controlled trial.

Introduction: This study aims to investigate the combining effects of high-intensity interval training (HIIT) and moderate-intensity continuous training (MICT) compared to MICT alone on physical fitness, academic performance, and anxiety levels among adolescents in a school setting.

Methods: Sixty male adolescents were randomly assigned to either an experimental group (HIIT + MICT) or a control group (MICT only) for 12 weeks. Physical fitness was assessed using lung capacity, a 50-meter sprint, a standing long jump, and a 1000-meter run.

Three new species of (Leotiomycetes, Helotiales) from Northern Thailand and Southwestern China.

is a discomycetous genus belonging to the family Helotiaceae (Helotiales). The genus currently comprises 19 species. Among them, 17 species have been reported from Asia, of which 14 were reported from China.

Temporal representation learning enhanced dynamic adversarial graph convolutional network for traffic flow prediction.

Accurate traffic flow prediction serves as the foundation for urban traffic guidance and control, playing a crucial role in intelligent transportation management and regulation. However, current methods fail to fully capture the complex patterns and periodic characteristics of traffic flow, leading to significant discrepancies between predicted and actual values. This gap hampers the achievement of high-precision forecasting.

Phytop: a tool for visualizing and recognizing signals of incomplete lineage sorting and hybridization using species trees output from ASTRAL.

Incomplete lineage sorting (ILS) and introgression/hybridization (IH) are prevalent in nature and thus frequently result in discrepancies within phylogenetic tree topologies, leading to misinterpretation of phylogenomic data. Despite the availability of numerous tools for detecting ILS and IH among species, many of these tools lack effective visualization, or are time-consuming, or require prior predetermination. Here, we addressed these shortcomings by developing a fast-running, user-friendly tool called Phytop.

Four new species of (Leotiomycetes, Helotiales) from southwestern China.

is found across various regions and is part of the family Lachnaceae (Helotiales). It is distinguished by its white to orange disc-shaped apothecia, white to brown receptacles, and granulated hairs that contain amorphous or resinous material. These hairs lack swelling apices and crystals.

Poly(1,3-Dioxolane)-Modified LiAlTi(PO) as the Electrolyte for Enhanced Solid Lithium Metal Batteries.

LiAlTi(PO) (LATP) as the solid-electrolyte has attracted much attention for Li-ion batteries. However, the unstable LATP/Li interface and the insufficient contact between the anode/cathode and LATP usually lead to the structural collapse of LATP and the large solid-solid interfacial resistance for Li+ transport. Herein, a poly(1,3-dioxolane) (PDOL) adhesive layer was constructed by a Al(OTf)-induced in-situ solidification process between the interface of LATP and anode/cathode.

Research on driving factors and mechanism of Minority Village tourism development in Guizhou Province, China.

The fundamental purpose of tourism destination development is to improve the quality of life of local residents. For the minority areas in Guizhou Province in China, tourism development can achieve good ecological, economic and social benefits. This research is aimed at to exploring the key driving factors which can improve the quality of local destinations.

Carbon sequestration characteristics of two plantation forest ecosystems with different lithologies of karst.

In karst regions, the majority of studies have focused on ecosystem carbon sequestration in the same lithology, but no studies in different lithologies. In this study, actual measurements were used to reveal carbon sequestration characteristics of two plantation forest ecosystems (Bodinieri cinnamon and Cupressus funebris) with different lithologies of karst. The results showed that the tree layer showed the highest vegetation biomass, carbon content, carbon density, and ratio of aboveground biomass to belowground biomass.