Knowledge representation learning aims at modeling knowledge graph by encoding entities and relations into a low dimensional space. Most of the traditional works for knowledge embedding need negative sampling to minimize a margin-based ranking loss. However, those works construct negative samples through a random mode, by which the samples are often too trivial to fit the model efficiently. In this paper, we propose a novel knowledge representation learning framework based on Generative Adversarial Networks (GAN). In this GAN-based framework, we take advantage of a generator to obtain high-quality negative samples. Meanwhile, the discriminator in GAN learns the embeddings of the entities and relations in knowledge graph. Thus, we can incorporate the proposed GAN-based framework into various traditional models to improve the ability of knowledge representation learning. Experimental results show that our proposed GAN-based framework outperforms baselines on triplets classification and link prediction tasks.

A cafe will open in Tokyo's Akasaka district in November featuring robot waiters remotely controlled from home by people with severe physical disabilities. The cafe, which will be open on weekdays between Nov. 26 to Dec. 7, will deploy OriHime-D robots controlled by disabled people with conditions such as amyotrophic lateral sclerosis, a form of motor neuron disease. The robot waiters, 1.2 meters tall and weighing 20 kg., will transmit video footage and audio via the internet, allowing their controllers to direct them from home via tablets or computers. At an event marking the OriHime-D's debut in August, a robot controlled by Nozomi Murata, who suffers from auto-phagic vacuolar myopathy that causes muscle weakness, asked a family if they would like some chocolate. "I want to create a world in which people who can't move their bodies can work too," said Kentaro Yoshifuji, chief executive officer of Ory Lab. Inc., the developer of the robots.

The impact of artificial intelligence (AI) on the future of jobs is usually discussed in theoretical terms. Reports and opinion pieces cover the full spectrum of opinion--from the dystopian landscape that leaves millions unemployed, to new opportunities for social and economic mobility that could transform society for the better. But the impact of AI on jobs is not just theoretical any more--it's very much part of our present. The World Economic Forum's The Future of Jobs 2018 takes a look at how today's jobs are being transformed by the introduction of new technologies. Data on the skills that millions of members report on LinkedIn can give us additional insight into how AI is impacting different industries and job functions globally.

Trains are part-and-parcel of every day lives in countries with large, diverse, multi-lingual population like India. Consequently, an assistant which can accurately predict and explain train delays will help people and businesses alike. We present a novel conversation agent which can engage with people about train status and inform them about its delay at in-line stations. It is trained on past delay data from a subset of trains and generalizes to others.

Big tech can be hard to visualize at times, and we're now talking about the blockchain, AI and even the Cloud as separate and competing technologies. The thing is they're not going to compete at all. They're going to work together, and the results will blow your collective mind. Right now, AI roots round badly organized information like a sniffer dog. The fact that modern AI succeeds at all is a testament to its skills, but it is totally crippled by the system that contains it.

Alibaba Group will set up a dedicated chip subsidiary and aims to launch its first self-developed AI inference chip in the second half of 2019 that could be used for autonomous driving, smart cities and logistics. The Chinese firm said at an event in Hangzhou on Wednesday that the new subsidiary would make customised AI chips and embedded processors to support the firm's push into fast-growing cloud and internet of things (IoT) businesses. Alibaba's aggressive drive to develop its own semiconductors comes as China's government looks to raise the quality of home-made chips to help propel high-tech domestic industries from cutting-edge transport to AI healthcare systems. In April, Alibaba bought a Chinese microchip maker Hangzhou C-SKY Microsystems to help bolster its cloud-based "internet of things" (IoT) business. Jack Ma, Alibaba co-founder and chairman, said then that China needed to control its "core technology" like chips to avoid over-reliance on US imports, something which has been put in the spotlight by whipsawing trade tensions.

A research group led by scientists from the RIKEN Center for Advanced Intelligence Project (AIP) have developed a novel system that can automatically detect abnormalities in fetal hearts in real-time using artificial intelligence (AI). This technology could help examiners to avoid missing severe and complex congenital heart abnormalities that require prompt treatments, leading to early diagnosis and well-planned treatment plans, and could contribute to the development of perinatal or neonatal medicine. Congenital heart problems -- which can involve abnormalities of the atrium, ventricle, valves or blood vessel connections -- can be very serious, and account for about 20% of all newborn deaths. Diagnosis of such problems before the baby is born, allowing for prompt treatment within a week after birth, is known to markedly improve the prognosis, so there have been many attempts to develop technology to enables accurate and rapid diagnosis. However, today, fetal diagnosis depends heavily on observations by experienced examiners using ultrasound imaging, so it is unfortunately not uncommon for children to be born without having been properly diagnosed.

Now at Intel AI DevCon, Intel like a Worldwide TOP Associate and the Official Synthetic intelligence (AI) System Partner for the Olympic Games, launched The Intel AI Challenge for the Olympic Games as a call for ideas in the developer community on how Artificial-intelligence can help to Boost the world's largest sporting event. At the Olympic Winter Games Pyeongchang 2018, we watched that the power of technological innovation to attract fans and athletes together across the globe in a new and impactful manner," said Timo Lumme, controlling director of their IOC Television and advertising providers. "Now we are eager to see how Intel can use artificial intelligence to assist bring the Olympic Games Tokyo 20 20 to the next degree -- connecting athletes and fans like before. The AI group has three weeks to apply thoughts for boosting the Olympic experience with synthetic intelligence. Programmers can look at AI may transform the lover and athlete's experience, in addition to business software -- from operations and logistics to bettering contest.

A Japanese space probe Friday released a pair of exploring rovers towards an oddly-shaped asteroid to collect mineral samples that may shed light on the origin of the solar system. If the mission is successful, the rovers will conduct the world's first moving, robotic observation of an asteroid surface. A Japanese space probe Friday released a pair of exploring rovers towards an oddly-shaped asteroid to collect mineral samples that may shed light on the origin of the solar system. The rovers will use the low gravity environment to hop on the asteroid's surface Taking advantage of the asteroid's low gravity, they will jump around on the surface -- soaring as high as 15 metres (49 feet) and staying in the air for as long as 15 minutes -- to survey the asteroid's physical features with cameras and sensors. So far so good, but JAXA must wait for the Hayabusa2 probe to send data from the rovers to Earth in a day or two to assess whether the release has been a success, officials said.

YouDo.com, a platform that matches people requesting and providing day-to-day services, has raised $17 million in an equity funding round led by mobile operator MTS, as reported by the business daily Kommersant. MTS put $12 million on the table, while undisclosed amounts were brought by the other investors, namely Sistema Venture Capital (a one of the venture instruments of Sistema, a conglomerate that controls MTS), Flint Capital and United Capital Partners (UCP), as well as individual investors Sergey Solonin and Alexander Kabakov. The funding will support the company's "geographic expansion," launch of new service categories, marketing campaign and further service automation. Virtually unknown outside Russia, YouDo.com has a strong traction on the local market. The site presents itself to users in a very simple way, as a place to solve all manner of practical problems -- from computer repair to translations to housekeeping, and thousands of other fields of activities.