Researchers have developed a graph-based expert system that improves the accuracy and prediction stability of automated bank reconciliation. By modelling historical transactional data as a network graph, the system can learn complex one-to-many matching scenarios that existing tools often fail to predict correctly. The findings point to more reliable automation for high-risk domains such as finance and accounting.

A research paper by scientists at Cortical Labs investigate the complex network dynamics of in vitro neural systems using DishBrain, which integrates live neural cultures with high-density multi-electrode arrays in real-time, closed-loop game environments..

The research paper, published on Aug 4, 2025 in the journal Cyborg and Bionic Systems.

In the past few years, rapid development has been witnessed in spacecraft formation to complete complex missions instead of the traditional single spacecraft. Spacecraft formation refers to a spatial distribution of a group composed of 2 or more spacecraft without physical contact. Those who join in the formation are called member spacecraft. There exists certain communication relationship between member spacecraft. The spacecraft formation is able to complete the tasks related to the target cooperatively through the collaborative control strategies. The formation offers low cost, strong reliability, and high flexibility in comparison to a single spacecraft for executing the mission. This has garnered considerable attention and warrants investigation. However, little research has discussed spacecraft formation to surround a noncooperative target with unknown dynamics. It is still challenging for the surrounding control to enclose the target with unknown dynamics that refers to the target’s orbit maneuver.In the past few years, rapid development has been witnessed in spacecraft formation to complete complex missions instead of the traditional single spacecraft. Spacecraft formation refers to a spatial distribution of a group composed of 2 or more spacecraft without physical contact. Those who join in the formation are called member spacecraft. There exists certain communication relationship between member spacecraft. The spacecraft formation is able to complete the tasks related to the target cooperatively through the collaborative control strategies. The formation offers low cost, strong reliability, and high flexibility in comparison to a single spacecraft for executing the mission. This has garnered considerable attention and warrants investigation. However, little research has discussed spacecraft formation to surround a noncooperative target with unknown dynamics. It is still challenging for the surrounding control to enclose the target with unknown dynamics that refers to the target’s orbit maneuver.

Magnetic skyrmions are particle-like objects that can be used as information carriers in memory and computing devices. Researchers from Waseda University recently studied the flow behaviors of many skyrmions in structured magnets and found that skyrmions can behave like chiral fluids. They proposed that fully developed skyrmion flows can be used for fluidics, which significantly reduces complexity of skyrmion logic, as it eliminates the need for deterministic creation, precise control, and detection of individual skyrmions.

Researchers at the University of Waterloo have developed a machine learning approach that could help public health officials anticipate disease outbreaks by analyzing vaccine skepticism on social media. Using the mathematical concept of tipping points, the team showed that online misinformation spreads much like a contagion and can signal heightened outbreak risk well before illness appears. Their model, tested on posts from California ahead of a 2014 measles outbreak, detected early warning patterns that traditional tweet-counting methods missed. This work supports Waterloo’s efforts to strengthen evidence-based decision-making and rebuild public trust in science, and the model could eventually be adapted across platforms like TikTok and Instagram to help identify communities nearing a critical shift in vaccination sentiment.