In the last ten years, artificial intelligence has changed the world in subtle but sweeping ways, but it's got nothing on the coming decade, if you look at what's being developed today.

Adversarial examples have been shown to exist for a variety of deep learning architectures. Deep reinforcement learning has shown promising results on training agent policies directly on raw inputs such as image pixels. In this paper we present a novel study into adversarial attacks on deep reinforcement learning polices. We compare the effectiveness of the attacks using adversarial examples vs. random noise. We present a novel method for reducing the number of times adversarial examples need to be injected for a successful attack, based on the value function. We further explore how re-training on random noise and FGSM perturbations affects the resilience against adversarial examples.

The initiative will be driven by a government-wide partnership comprising NRF, the Smart Nation and Digital Government Office (SNDGO), the Economic Development Board (EDB), the Infocomm Media Development Authority (IMDA), SGInnovate, and the Integrated Health Information Systems (IHiS). AI:SG will bring together research institutions, AI start-ups and companies developing AI products, to grow knowledge, create tools and develop talent to power Singapore's AI efforts. AI.SG will work with companies to use AI to raise productivity, create new products, and translate and commercialize solutions from labs to the market. Mr Tan Kok Yam, Deputy Secretary, Smart Nation and Digital Government Office, said: "Through AI.SG, we intend to work with AI research performers, start-ups and companies to audaciously tackle tough challenges in areas such as transportation and urban management.

CylancePROTECT will be integral to the new Razberi CameraDefense solution that, combined with Razberi's secure appliance architecture, provides comprehensive protection over the server, video management systems (VMS), and camera ecosystem. "The physical and network security worlds continue to converge, putting video surveillance systems and any attached networks at risk from unprotected endpoints," said Tom Galvin, Razberi CEO. "CylancePROTECT is ideal for the Razberi distributed architecture, enabling us to offer our customers the most advanced system for anti-virus protection." CylancePROTECT leverages artificial intelligence to detect and prevent malware from executing on endpoints in real time. Because it uses very little memory and less than one percent of CPU, CylancePROTECT will not disrupt the video management systems running on Razberi ServerSwitchIQ appliances.

In a May 2016 post to the White House blog, titled "Preparing for the Future of Artificial Intelligence," then-President Barack Obama said: "Today's AI is confined to narrow, specific tasks, and isn't anything like the general, adaptable intelligence that humans exhibit. Despite this, AI's influence on the world is growing. The rate of progress we have seen will have broad implications for fields ranging from healthcare to image- and voice-recognition. In healthcare, the President's Precision Medicine Initiative and the Cancer Moonshot will rely on AI to find patterns in medical data and, ultimately, to help doctors diagnose diseases and suggest treatments to improve patient care and health outcomes. In education, AI has the potential to help teachers customize instruction for each student's needs. And, of course, AI plays a key role in self-driving vehicles, which have the potential to save thousands of lives, as well as in unmanned aircraft systems, which may transform global transportation, logistics systems, and countless industries over the coming decades. Like any transformative technology, however, artificial intelligence carries some risk and presents complex policy challenges along several dimensions, from jobs and the economy to safety and regulatory questions... AI systems can also behave in surprising ways, and we're increasingly relying on AI to advise decisions and operate physical and virtual machinery --adding to the challenge of predicting and controlling how complex technologies will behave."

Americans aren't the only ones who have to register their drones. China's Civil Aviation Authority has announced that pilots will have to register any robotic flier heavier than 0.55 pounds starting on June 1st. Online registration will open up on May 18th, and the government will start publishing no-fly zone data for civilian airports on the same day. It's hoping that drone makers will use the info to implement geofencing that prevents drones from venturing into dangerous areas. The initiative will also see regulators working with local government and police to curb drone interference, and will eventually standardize commercial drone use with four main categories: aerial photography, agricultural use, aviation photography and license training.

Artificial intelligence (AI) is on everybody's minds these days. Most of the world's leading companies are making massive investments in it. Governments are scrambling to catch up. Every single one of us who uses Google Search or any of the new digital assistants on our smartphones has witnessed first-hand how quickly these developments now go. Many analysts foresee truly disruptive changes in education, employment, health, knowledge generation, mobility, etc.

Alec Ross knows Trump country well. The former Obama administration staffer hails from the heart of coal country in Charleston, West Virginia. He grew up alongside the very people that President Trump likes to say Washington has left behind. As with Trump, Ross believes that government needs to do a better job lifting up these "forgotten men and women." Unlike Trump, Ross believes accomplishing that goal has little to do with sealing off the borders or reviving the coal industry at the expense of the world's climate.

A little more than a month after a startup announced it was unleashing robots to deliver food to San Franciscans, a city lawmaker wants them curbed. Marble's robot is technically semi-autonomous, as a human operator monitors each robot in case it gets in any trouble. But that's not good enough for San Francisco Supervisor Norman Yee, who just proposed legislation to ban delivery robots of all types, saying they're a public safety hazard. "For me to wait for something to happen is silly," Yee says, "because I think it's going to happen." Unlike self-driving cars, autonomous delivery robots roll purposefully on sidewalks, detecting the world around them with cameras and lasers.

Defence Minister Ursula von der Leyen took office in late 2013 vowing to rebuild the military after 25 years of spending cuts, but her three biggest arms programs -- a 5 billion euro missile defense program, a new drone and the multi-role MKS 180 warship -- have all been delayed in recent months.