Last week, the United Kingdom began requiring residents to verify their ages before accessing online pornography and other adult content, all in the name of protecting children. Almost immediately, things did not go as planned--although, they did go as expected. As experts predicted, UK residents began downloading virtual private networks (VPNs) en masse, allowing them to circumvent age verification, which can require users to upload their government IDs, by making it look like they're in a different country. The UK's Online Safety Act is just one part of a wave of age-verification efforts around the world. And while these laws may keep some kids from accessing adult content, some experts warn that they also create security and privacy risks for everyone.

This paper proposes an approach to build 3D scene graphs in arbitrary (indoor and outdoor) environments. Such extension is challenging; the hierarchy of concepts that describe an outdoor environment is more complex than for indoors, and manually defining such hierarchy is time-consuming and does not scale. Furthermore, the lack of training data prevents the straightforward application of learning-based tools used in indoor settings. To address these challenges, we propose two novel extensions. First, we develop methods to build a spatial ontology defining concepts and relations relevant for indoor and outdoor robot operation. In particular, we use a Large Language Model (LLM) to build such an ontology, thus largely reducing the amount of manual effort required. Second, we leverage the spatial ontology for 3D scene graph construction using Logic Tensor Networks (LTN) to add logical rules, or axioms (e.g., "a beach contains sand"), which provide additional supervisory signals at training time thus reducing the need for labelled data, providing better predictions, and even allowing predicting concepts unseen at training time. We test our approach in a variety of datasets, including indoor, rural, and coastal environments, and show that it leads to a significant increase in the quality of the 3D scene graph generation with sparsely annotated data.

Eurofins Scientific is an international life sciences company, providing a unique range of analytical testing services to clients across multiple industries, to make life and our environment safer, healthier and more sustainable. From the food you eat, to the water you drink, to the medicines you rely on, Eurofins laboratories work with the biggest companies in the world to ensure the products they supply are safe, their ingredients are authentic and labelling is accurate. The Eurofins network of companies is the global leader in food, environment, pharmaceutical and cosmetic product testing and in agroscience Contract Research Organisation services. It is one of the market leaders in certain testing and laboratory services for genomics, discovery pharmacology, forensics, advanced material sciences and in the support of clinical studies, as well as having an emerging global presence in Contract Development and Manufacturing Organisations. It also has a rapidly developing presence in highly specialised and molecular clinical diagnostic testing and in-vitro diagnostic products.

Gen. Mark Milley tells graduates of the US Military Academy to prepare West Point military academy graduates to prepare for increasingly dangerous world. Gen. Mark Milley told cadets graduating from U.S. Military Academy West Point Saturday to be prepared for increasing risk of global conflict and a host of new weapons technologies in their careers. "The world you are being commissioned into has the potential for a significant international conflict between great powers. And that potential is increasing, not decreasing," Milley, the chairman of the Joint Chiefs of Staff, told the cadets at the 2022 commencement ceremony in West Point, New York. "And right now, at this very moment, a fundamental change is happening in the very character of war. We are facing right now two global powers, China and Russia, each with significant military capabilities, and both who fully intend to change the current rules based order," Milley said.

Your next professor could be a robot. Bina48 became the first robot to co-teach a university class when she helped lead a course at West Point, the U.S. Military academy, according to Axios. The humanoid AI taught two sessions of a philosophy course, with topics ranging from ethics, just war theory and use of artificial intelligence in society, which is pretty meta. Bina48 (pictured) became the first robot to co-teach a university class when she helped lead a course at West Point, the U.S. Military academy. William Barry, who has been using Bina48 to teach for several years, decided to put the robot in front of students in the classroom to see if she could'support a liberal education model.'

Machines may not be known for their EQ (emotional quotient), but a new collaboration between Cogito Corp. and the U.S. Military Academy is on track to change our perceptions. The art of negotiation, which may have once been a distinctly human skill set, is being enhanced by Cogito, a company that specializes in real-time emotional intelligence solutions. Cadets at West Point will use this technology to improve their own tactics when it comes to striking a bargain and gaining crucial information. "We believe that the ability to effectively negotiate is a critical skill that will serve military personnel well in numerous situations over the course of their careers," said Col. James Ness, Ph.D. Director: Engineering Psychology Program, West Point. "Cogito's behavioral analytics technology will systematically analyze communication patterns within negotiating sessions and provide insight into the cadet's psychological state. This technology will provide an unbiased assessment of how each cadet is being perceived by the other party. It will deliver insights into how they can modify their behavior to improve negotiation outcomes."

Angela Duckworth, in her best-selling book, "Grit: The Power of Passion and Perseverance," celebrates a man whom she calls a "grit paragon": Pete Carroll, the coach of the Seattle Seahawks, who led the team to a Super Bowl victory in 2014. It seems that Carroll had seen Duckworth's TED talk nine months earlier and got in touch, eager to reassure her that building grit was exactly what the Seahawks culture was all about. Two years later, Duckworth visited the Seahawks training camp. She lectured to the team's players and coaching staff. The subject was . . . Duckworth was impressed by the Seahawks, and she quotes sentiments that are characteristic of the Carroll ethos: "Compete in everything you do. Since the team trains ferociously all the time--going all out, for instance, in bone-crunching intra-squad practice sessions--this conversation may not have been entirely necessary. Duckworth, a professor of psychology at the University of Pennsylvania, finds grit in the best possible places. Her grit obsession, as she recounts, began at least a decade earlier. As a graduate student, she visited West Point, where each year twelve hundred new cadets go through a gruelling seven-week training regimen ("Barracks Beast") before entering freshman year. Most make it through, though some do not. Duckworth could make some guesses. In this same period, eager to find out what made top people successful, she was interviewing "leaders in business, art, athletics, journalism, academia, medicine and law." She discovered that "the highly successful had a kind of ferocious determination that played out in two ways.

Secretary of Defense Ash Carter is just out of frame on the right side of the screen. As soon as it was airborne, the drone flying inside West Point crashed to the ground at the feet of Secretary of Defense Ash Carter. The soldier responsible for the drone's demise gently lowered the weapon, no smoke wafting from its barrel, not even a sound made with the shot. Built by the Army Cyber Institute at West Point, the rifle was demonstrated last fall at the Association of the United States Army exposition in Washington, DC. Unlike pretty much every other variety of gun, this rifle doesn't shoot any projectiles.