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Pessimistic off-policy multi-objective optimization - Amazon Science

Multi-objective optimization is a class of optimization problems with multiple conflicting objectives. We study offline optimization of multi-objective policies from data collected by a previously deployed policy. We propose a pessimistic estimator for policy values that can be easily plugged into…

Large language models exhibit significant Western cultural bias, study finds | VentureBeat

Georgia Tech researchers introduce CAMeL, a benchmark revealing significant Western cultural bias in AI language models, emphasizing the need for culturally-aware AI systems.

Cisco launches Motific, a SaaS offering to accelerate generative AI deployments | VentureBeat

Cisco notes Motific will be previewed at Cisco Live EMEAR and will become generally available by June 2024. However, the company has not shared how much teams will have to shell out to use the product. 

Cisco, Juniper, HP drive Ethernet switch market in Q4 | Network World

The Ethernet switch market grew almost 20% sequentially during the fourth quarter, with Cisco, HP and Juniper Networks adding almost $600 million in incremental revenues, according to a recent study by Dell'Oro Group.

Tokenization: Five Things CIOs Need To Know | Network World

Data breaches are expensive-they cost an average of $6.75 million per incident, according to one study. One way to reduce the risk is to cut down on the places that handle sensitive data. Enter tokenization.

How does IT measure up in your organization? | Network World

Are you content with the way IT is viewed in your organization? If not, you need to study the work of Dr. George Westerman, a Research Scientist in MIT Sloan's Center for Digital Business (CDB), who suggests you rethink the metrics you measure and how you communicate IT's value. 

IDC: Tablets, weak spending hurt PC shipments in Q4 | Network World

Worldwide PC shipments were slower than expected during the fourth quarter of 2010, hurt by competition from tablets and a slowdown in consumer spending, IDC said in a study released on Wednesday.

Cisco tops latest Greenpeace rankings, Panasonic last | Network World

Cisco Systems earned the top spot on the new Greenpeace "Cool IT" leadership list, while some of Japan's biggest electronics vendors -- Toshiba, Sharp, Sony and Panasonic -- finished last.

Do you know how much your IT costs? | Network World

For years, enterprise IT departments could be fuzzy about the costs of individual IT services and applications, but tight budgets and the relative clarity of cloud computing costs have forced CIOs into sharp focus.

US peer-to-peer traffic lower than world average | Network World

The U.S. has one of the lowest relative rates of use of P-to-P (peer-to-peer) networks compared to the rest of the world, according to a new study.

E-discovery: How a Law Firm Slashes Time and Costs | Network World

It's no secret that corporations are drowning in data. IDC estimates the volume of computer data worldwide will reach 1.2 million petabytes during 2011. A November, 2010 Gartner study found data growth was one of the top three challenges for data center managers at 47 percent of large enterprises.

Greenpeace says the cloud is a carbon polluter | Network World

A new report from Greenpeace warns that the growth in cloud computing will be accompanied by a sharp rise in greenhouse gas emissions, and calls on big companies like Facebook, Yahoo and Google to do more to help the environment.

AU returns fire at Sharp with LCD display patent suits in US | Network World

Taiwan's AU Optronics, one of the biggest LCD screen makers in the world, said Thursday it filed two separate lawsuits in the U.S. against Sharp, alleging the infringement of nine LCD screen-related patents in all.

Want a job? Get a computer science degree | Network World

Here's a tip for incoming and current college students: If you want to have a high-paying job on graduation day, study computer science.

UN warns developing countries of growing e-waste | Network World

Developing countries need to prepare for an avalanche of e-waste generated by PCs, consumer electronics and appliances, the United Nations said in a study released Monday.

Prepare for the PMP Exam: Build a Project Study Plan | Network World

Project managers seeking PMP certification will serve themselves well if they approach preparing for the PMP exam as a project and create an appropriate project plan. Like any project plan, your project plan for passing the PMP exam needs to outline your mission, schedule, weekly goals, and communication efforts. Putting in place a project plan for your PMP exam preparations will help you stick to a study schedule and greatly increase your chances of earning that coveted PMP certification. Here are six ess

The start-up CFO | Network World

Start-ups as we know are notoriously risky ventures but they do tend to carry a factor that few large Top 20 companies offer: excitement and a genuine stake in both ownership and in the “making a difference factor”. In Silicon Valley where the mantra from venture capitalists is “we’ll give you the money but get your self a sharp CFO first”.

Asustek unveils low-cost Eee Note e-reader, notepad | Network World

Asustek Computer on Monday unveiled the Eee Note EA-800, an e-reader with a stylus for taking notes on its 8-inch touchscreen. The device will be available in Taiwan later this week for the suggested retail price of NT$6,999 (US$228), Asustek executives said.

Sharp begins push for Galapagos tablet in Japan | Network World

Retailers in Japan began accepting reservations for Sharp's new Galapagos media tablet on Friday ahead of its launch next week. Sharp hopes to sell a million of the devices and in doing so take the lead in Japan from competitors like Apple's iPad and Amazon's Kindle.

Giving Effect pairs nonprofits with donors | Network World

Mitchell Silverman noticed in running his book-trading website, Bookins.com, that even while processing hundreds of thousands of transactions involving people shipping books to others, problems rarely arise. Those who swap books take great care in packaging and shipping them, often sending kind notes to the recipients, who are strangers.

IBM readies Lotus Notes Traveler for Android | Network World

IBM is ready to ship an Android-compatible new version of its push-based e-mail software Lotus Notes Traveler, an IBM employee wrote in a blog posting Tuesday.

BenQ unveils new K61 e-reader with 6-inch touchscreen | Network World

BenQ launched its second-generation e-reader on Friday, a device able to download e-books via Wi-Fi or 3G networks and take notes using the touchscreen.

U.S. Moves to Strengthen H-1B Enforcement | Network World

A year after an internal study found widespread fraud in the federal H-1B program, U.S. immigration officials are moving to take enforcement from the desk to the field with a plan to conduct 25,000 on-site inspections of companies hiring foreign workers this fiscal year.

Corporate IT Spending Gets Boost As Hiring Increases | Network World

The improving employment market in the U.S. is fueling IT investment as companies purchase hardware and software to support new employees, according to a recent IT spending study.

Harvard study: Computers don’t save hospitals money | Network World

A new Harvard Medical School study shows that computer systems in hospitals and other clinical settings "are built for the accountants and managers and not ... to help doctors, nurses and patients."

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