Gift Ideas For Everyone On Your List Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Look Up Mashable Selects Say More Versus Creator Hub Switch Off Trending Now Safety Net In My Bag VidCon with Mashable All Series FBI agent Alice Black is going deep on the anti side of antihero. Kristy Puchko is the Entertainment Editor at Mashable. Based in New York City, she's an established film critic and entertainment reporter who has traveled the world on assignment, covered a variety of film festivals, co-hosted movie-focused podcasts, and interviewed a wide array of performers and filmmakers. Emmy Rossum is Alice Black in Furious. FBI agent Alice Black (Emmy Rossum) is on the hunt for Catherine ( Lola Petticrew), a serial killer on a quest of vengeance.

Effectively positioning pursuers in pursuit-evasion games without prior knowledge of evader locations remains a significant challenge. A novel approach that combines game-theoretic control theory with Graph Neural Networks is introduced in this work. By conceptualizing pursuer configurations as strategic arrangements and representing them as graphs, a Graph Characteristic Space is constructed via multi-objective optimization to identify Pareto-optimal configurations. A Graph Convolutional Network (GCN) is trained on these Pareto-optimal graphs to generate strategically effective initial configurations, termed "hot starts". Empirical evaluations demonstrate that the GCN-generated hot starts provide a significant advantage over random configurations. In scenarios considering multiple pursuers and evaders, this method hastens the decline in evader survival rates, reduces pursuer travel distances, and enhances containment, showcasing clear strategic benefits.

I can only imagine how you must be feeling after sexually explicit deepfake videos of you went viral on X. Disgusted. I'm really sorry this is happening to you. Nobody deserves to have their image exploited like that. But if you aren't already, I'm asking you to be furious. Furious that this is happening to you and so many other women and marginalized people around the world. Furious that our current laws are woefully inept at protecting us from violations like this.

Thursday's Google Doodle celebrated the 334th birthday of famed composer Johann Sebastian Bach, with a twist: It was the first Doodle to incorporate machine learning. Users could create a melody, then the Doodle would automatically generate custom harmonies to produce a full composition in Bach's style. It was delightful for many Google users, but it also stepped into a controversy that has been brewing in musical circles for years. Google says in its "Behind the Doodle" video that it chose Bach's music as the subject of the first A.I. Doodle because he had a characteristic style and composed with a set of musical rules in mind. This formulaic quality made his work an ideal subject for a machine-learning algorithm to train on.

Facebook began alerting some users that their personal information was accessed during the Cambridge Analytica data breach, and suffice to say, Facebook users aren't happy. Some 87 million people are estimated to have possibly been affected by the Facebook Cambridge Analytica data breach, a higher number than the social media giant originally anticipated. Last week, Facebook announced that users who may have had their data misused by Cambridge Analytica would get a detailed message via their News Feed on Monday. Facebook has said most of the affected users are in the U.S., though there are over a million each in the Philippines, Indonesia and the U.K. Now users are taking to social media to reveal whether or not their personal information was obtained during the data breach, screen-shotting their Facebook notification. "Facebook sold me out to Cambridge Analytica too," one user wrote on Twitter.

In our earlier book on Code Halos, we described how every person, place or thing is now a code generator and that winning with data is the number-one competitive game in nearly every industry. Companies that use advanced analytics and machine learning are twice as likely to be top-quartile financial performers, and three times more likely to execute effective decisions. Businesses should start thinking about instrumenting all of their key products and machines and using the resulting insights to significantly accelerate the speed of decision-making and create new business value.