Making recommendations by exploiting the plethora of text data that accompanies products seems like an under-explored area, especially using recent advances in deep language models. I commend the authors for contributing to this research direction. The CRAE seems to work well (at least in recall at k), performing at a high level on two real-world datasets. However, I think this paper would be a better fit for a more applied conference, such as KDD or RecSys, because there is little novelty to the model's core components. I'll address each individually, in order of (my perceived) importance: 1) Robust Recurrent Networks (RRN): The proposed RRN uses distributional activations that are backpropagated through directly.

Amazon Prime Day is here. The mega-retailer's two-day sales event for Prime subscribers is in full swing, and there are plenty of deals on some of our favorite gear and gadgets, from Alexa-enabled speakers to robot vacs to laptops and tablets. The WIRED Gear team tests products year-round. We sorted through hundreds of thousands of deals by hand to make these picks. Crossed out products are out of stock or no longer discounted. Our Amazon Prime Day coverage page has the latest stories, and our Prime Day Shopping Tips will help you avoid bad deals. You can also get a 1-year subscription to WIRED for $5 here. Updated July 13: We've added five new deals, including JackRabbit eBike, Apollo City 2022 electric scooter, and more. We've also shifted a few sections around to highlight new deals, removed a number of expired deals, and updated prices and links throughout. If you buy something using links in our stories, we may earn a commission. This helps support our journalism. We've got a separate roundup of more great home and kitchen deals right here. There are blenders, and then there are Vitamix blenders. I was skeptical, but like my fellow Gear reviewer Joe Ray, the Vitamix made me a blender person. A blender is, essentially, just a blade atop a motor.

Amazon Prime Day is here. The mega-retailer's two-day sales event for Prime subscribers is in full swing, and there are plenty of deals on some of our favorite gear and gadgets, from Alexa-enabled speakers to robot vacs to laptops and tablets. The WIRED Gear team tests products year-round. We sorted through hundreds of thousands of deals by hand to make these picks. Crossed out products are out of stock or no longer discounted. Our Amazon Prime Day coverage page has the latest stories, and our Prime Day Shopping Tips will help you avoid bad deals. You can also get a 1-year subscription to WIRED for $5 here. Updated July 13: We've added new deals, including the lowest price we've seen on a Covid-19 at-home test kit, removed several expired deals, and updated prices and links throughout. If you buy something using links in our stories, we may earn a commission. This helps support our journalism. Prime Day is the best time to pick up a new Amazon device, whether that's a Kindle, Fire tablet, or Echo speaker--they're unlikely to get cheaper than this. For a complete list, read our Best Prime Day Deals on Amazon Devices roundup. Be sure to also read through our Best Kindles, Best Fire Tablets, and Best Alexa Speakers guides. The Paperwhite is the best overall Kindle.

Artificial intelligence (AI) is getting a lot of attention from investors these days and with good reason. It's a technology with the potential to transform everything from transportation to cloud computing. Many companies are betting that AI will influence not just their products and services, but nearly every aspect of their business. Read on to discover nine things you may not have to know about this burgeoning technology. Artificial intelligence is often used as a catch-all to describe computer systems that can learn.