Networks are ubiquitous in many real-world applications (e.g., social networks encoding trust/distrust relationships, correlation networks arising from time series data). While many networks are signed or directed, or both, there is a lack of unified software packages on graph neural networks (GNNs) specially designed for signed and directed networks. In this paper, we present PyTorch Geometric Signed Directed (PyGSD), a software package which fills this gap. Along the way, we evaluate the implemented methods with experiments with a view to providing insights into which method to choose for a given task. The deep learning framework consists of easy-to-use GNN models, synthetic and real-world data, as well as task-specific evaluation metrics and loss functions for signed and directed networks. As an extension library for PyG, our proposed software is maintained with open-source releases, detailed documentation, continuous integration, unit tests and code coverage checks.

It won't be long before artificial intelligence is writing and creating films. As impossible as it seems, it won't be long before artificial intelligence is writing and creating films. For example, one AI computer was given hundreds of samples of 17th-century "Old Master" style paintings and was asked to create its own paintings. One of the paintings it came up with is titled "Portrait of Edmond De Belamy" and sold for a whopping $432,500 at a Christie's auction. Thus, AI can write entire stories, create visual images, and create music, and it will not be long before these abilities are combined with entire movies being created by AI, perhaps even emulating existing actors or creating new "stars" for a franchise.

It won't be long before artificial intelligence is writing and creating films. As impossible as it seems, it won't be long before artificial intelligence is writing and creating films. For example, one AI computer was given hundreds of samples of 17th-century "Old Master" style paintings and was asked to create its own paintings. One of the paintings it came up with is titled "Portrait of Edmond De Belamy" and sold for a whopping $432,500 at a Christie's auction. Thus, AI can write entire stories, create visual images, and create music, and it will not be long before these abilities are combined with entire movies being created by AI, perhaps even emulating existing actors or creating new "stars" for a franchise.

Computers aren't going to replace creative pros -- but machine learning and artificial intelligence can be powerful tools in the storytelling process. The 60-second spot was directed by Oscar-winner Kevin Macdonald, working from a script that was developed by IBM's Watson AI system. To produce the spot for the Lexus ES executive sedan launching in Europe, the automaker enlisted its creative agency, The&Partnership London, along with technical partner Visual Voice. The agencies collaborated with the IBM Watson team to use AI to analyze 15 years' worth of footage, text and audio for car and luxury brand campaigns that have won Cannes Lions awards for creativity, as well as a range of other external data. Watson identified elements common to award-worthy commercials that were "both emotionally intelligent and entertaining," according to IBM.

MGM is developing the sequel "RoboCop Returns" with "District 9" and "Elysium" filmmaker Neill Blomkamp to direct. The film will be a sequel to Paul Verhoeven's 1987 original about a cyborg police officer in a crime-ridden Detroit. It's to be based on a never-made spec script by the 1987 film's writers, Edward Neumeier and Michael Miner.

Facebook now has 2 billion monthly users… and responsibility.

Horror and Halloween-themed films led the weekend box office before the Oct. 31 holiday with Lionsgate's latest, "Jigsaw," coming out on top while the George Clooney-helmed "Suburbicon" proved to be a massive disappointment. "Jigsaw," the eighth installment in the popular "Saw" franchise, scared up an estimated $16.2 million in the U.S. and Canada, according to figures from measurement firm ComScore. It tops the chart during a relatively slow week and brings to end a sluggish October, as this year's box office continues to trail that of 2016. Directed by Michael and Peter Spierig, the R-rated "Jigsaw" follows, in reviewer Noel Murray's words, "bad folks stuck in an elaborate torture chamber" and earned an average B-rating from audience polling service CinemaScore and a 39% "rotten" rating on review aggregation site Rotten Tomatoes. "Jigsaw" comes seven years after "Saw VII: The Final Chapter," once intended to wrap the franchise, and 13 years after the first "Saw" film.

It's been a great season for horror, with Blumhouse's "Happy Death Day" becoming the latest horror film to top the domestic box office in its opening weekend. The $5-million film, a bloody riff on the classic "Groundhog Day" concept, brought in an estimated $26.5 million in the U.S. and Canada, according to figures from measurement firm ComScore, above the $15 million to $20 million analysts projected. "We are absolutely thrilled with the opening," said Universal's Executive Vice President of Domestic Distribution Jim Orr. "Happy Death Day" marks Blumhouse's ninth film to open at No. 1 and its third to debut at No. 1 this year alone, following "Split" and "Get Out." The latest from producer Jason Blum and Universal Pictures, the film, about a woman who relives the day of her murder until she learns her killer's identity, earned a B rating on CinemaScore and a 64% "fresh" rating on Rotten Tomatoes.

A trio of reissues, all 4K restorations, highlight the Labor Day weekend film offerings: Steven Spielberg's 1977 mashed-potato-stacking sci-fi classic "Close Encounters of the Third Kind," with Richard Dreyfuss; Merchant-Ivory's 1983 India-set drama "Heat and Dust," starring Julie Christie; and Jacques Becker's 1960 crime drama "Le Trou." Other limited releases include French domestic drama "After Love" and the Czech-Slovak drama "The Teacher." After Love A couple chooses to separate after 15 years of marriage, but the husband remains in the apartment with his wife and daughters due to tight finances, leading to rising tensions. California Typewriter Documentary on a Berkeley repair shop, it's challenge to remain open and some of the collectors and enthusiasts who share a passion for the aging machines. Close Encounters of the Third Kind Steven Spielberg's 1977 science fiction classic stars Richard Dreyfuss as a man on a mission after a brush with a UFO.

The dance documentary "Step" and "Hell or High Water" writer Taylor Sheridan's directorial effort "Wind River," starring Jeremy Renner, highlight limited releases. Armed Response A special-forces team investigates mysterious disappearances at an A.I.-powered top secret military compound. The Battleship Island Near the end of World War II, a Korean independence activist plots to save his countrymen imprisoned by the Japanese as slave labor on the island of Hashima. Written by Ryoo Seung-wan, Shin Kyoung-ill. Brave New Jersey Orson Welles' 1938 "War of the Worlds" radio broadcast shakes up the denizens of a New Jersey town as they unite to battle the "alien" invaders.