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Subsumption-driven clause learning with DPLL+restarts

arXiv.org Artificial Intelligence

Complete SAT solvers make deductions until they find a model or produce the empty clause. In DPLL and CDCL solvers, these deductions are produced using assumptions generally called decisions. In DPLL solvers [DLL62], the knowledge accumulated since the beginning of the search is represented by the phases of decision literals. Each new conflict induced by decisions increases the amount of information being accumulated. This amount of information can be interpreted as a proportion of search space already explored that is known not to contain a model.


Uncovering Probabilistic Implications in Typological Knowledge Bases

arXiv.org Artificial Intelligence

The study of linguistic typology is rooted in the implications we find between linguistic features, such as the fact that languages with object-verb word ordering tend to have post-positions. Uncovering such implications typically amounts to time-consuming manual processing by trained and experienced linguists, which potentially leaves key linguistic universals unexplored. In this paper, we present a computational model which successfully identifies known universals, including Greenberg universals, but also uncovers new ones, worthy of further linguistic investigation. Our approach outperforms baselines previously used for this problem, as well as a strong baseline from knowledge base population.


Evaluating Ising Processing Units with Integer Programming

arXiv.org Artificial Intelligence

The recent emergence of novel computational devices, such as adiabatic quantum computers, CMOS annealers, and optical parametric oscillators, present new opportunities for hybrid-optimization algorithms that are hardware accelerated by these devices. In this work, we propose the idea of an Ising processing unit as a computational abstraction for reasoning about these emerging devices. The challenges involved in using and benchmarking these devices are presented and commercial mixed integer programming solvers are proposed as a valuable tool for the validation of these disparate hardware platforms. The proposed validation methodology is demonstrated on a D-Wave 2X adiabatic quantum computer, one example of an Ising processing unit. The computational results demonstrate that the D-Wave hardware consistently produces high-quality solutions and suggests that as IPU technology matures it could become a valuable co-processor in hybrid-optimization algorithms.


Domino's to test autonomous delivery vehicles

FOX News

Fox News Flash top headlines for June 17 are here. Check out what's clicking on Foxnews.com Domino's plans to test pizza delivery using fully autonomous vehicles in Houston. The world's biggest pizza company is teaming up with Nuro, a Silicon Valley startup that makes unmanned delivery vehicles. Nuro is also partners with Kroger Co. It has been delivering groceries autonomously in Arizona and Houston since late last year.


How the internet is affecting the human brain: Multitasking and relying on Google to jog memories

Daily Mail - Science & tech

Spending time on the internet is reducing our ability to focus on one task at a time - and it means we no longer store facts in our brains. Our lives have been forever changed by gaining access to infinite amounts of information at the touch of a button, but the way our head works has too. A new review looking into the effect of the online world on our brain functions from researchers in the UK, US and Australia, has drawn a number of surprising conclusions. The review focused on the world wide web's influence in three areas: attention spans, memory, and social cognition. It notes that the internet is now'unavoidable, ubiquitous, and a highly functional aspect of modern living' before diving into how it has changed our society.


Robots may be delivering your Domino's pizza

USATODAY - Tech Top Stories

San Francisco restaurants like Creator are leaning on automation to create low cost food. This could be an issue for humans as robots take over jobs. Domino's is taking a new autonomous delivery partnership for a spin. The pizza chain announced Monday it is teaming with robotics company Nuro for a pilot program in Houston later this year. Nuro has developed a custom unmanned vehicle, called the R2, for delivering goods including food and dry cleaning.


Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening

#artificialintelligence

Breast cancer is the second leading cancer-related cause of death among women in the US. Early detection, through routine annual screening mammography, is the best first line of defense against breast cancer. However, these screening mammograms require expert radiologists (i.e. A radiologist can spend up to 10 hours a day working through these mammograms, in the process experiencing both eye-strain and mental fatigue. Modern computer vision models, built principally on Convolutional Neural Networks (CNNs), have seen incredible progress in recent years.


AI & Chatbots - AI Consulting in Tampa Florida - Katpro

#artificialintelligence

Artificial Intelligence is a branch of Computer Science and it was pursued because the computers, programs and machines were made intelligent or to think like humans. Over time, AI or Artificial Intelligence practices, intend to design software systems that mimic or display some form of human intelligence. These techniques have been engaged to aid or computerize many different actions and activities in software engineering. Hence the attempt to make or create a computer, a software or a robot to think and act like human beings or to behave intelligent. As just as the brain, thinks, observes, perceives, and decides, the software too is created to represent this.


Argo AI is taking its new generation of self-driving vehicles into downtown Detroit โ€“ TechCrunch

#artificialintelligence

Argo AI, the Pittsburgh-based autonomous vehicle startup in which Ford invested $1 billion in 2017, has expanded its testing to downtown Detroit with a new third-generation self-driving car. Argo AI is developing the virtual driver system and high-definition maps designed for Ford's self-driving vehicles. The third-generation self-driving vehicle is still based on a Ford Fusion Hybrid like its previous test cars. This latest iteration has a number of mechanical, sensing, compute and software upgrades that will take the company a step closer to production specification. Importantly, these vehicles also have redundant braking and steering systems that help maintain vehicle motion control in case one of the units stops functioning.


The Impact of Artificial Intelligence on International Trade - TradeVistas

#artificialintelligence

Artificial intelligence (AI) stands to have a transformative impact on international trade. Already, specific applications in areas such as data analytics and translation services are reducing barriers to trade. At the same time, there are challenges in the development of AI that international trade rules could address. General AI refers to systems that can self-learn from experience with "humanlike breadth" and surpass human performance on tasks. General AI raises broad existential concerns, but remains a technology in the distant future.