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AI Network

The AI Network Is The Computer, Says Nvidia Nvidia just reclaimed its title as the world’s most valuable company. Whether it retains this top position and for how long depends on its success in defining and developing a worldwide network of AI processing units. Nvidia is pursuing a vision of a future where “part of the application runs in the data center, another part in a data center at the edge, and another part in an autonomous machine roaming around the world.” This is how Jensen Huang, Nvidia’s co-founder and CEO, described the future of computer applications in a conversation with Bob Metcalfe, inventor of the Ethernet. Huang and Metcalfe are prime examples of the remarkable marriage of engineering ingenuity and marketing creativity that has made many American entrepreneurs successful. Already five years ago, Huang saw the data center as “a composable disaggregated infrastructure,” where the critical path is the interaction of one “computing node” with another “computing node” ...
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Fuel Network

Ambani, Adani Partner to Use Each Other’s Fuel Network Billionaires Mukesh Ambani and Gautam Adani have joined hands to sell transportation fuels using their respective groups’ retail stations across India. Reliance Industries ’s Jio-bp venture will set up gasoline and diesel dispensers at CNG retail outlets of Adani Total Gas Ltd. , according to a joint statement on Wednesday. Similarly, the Adani group and TotalEnergies JV will put up CNG dispensing units at Jio-bp’s fuel pumps. The agreement will cover both groups’ existing as well as future outlets. This is the second business collaboration between the billionaires’ groups, after Reliance bought a 26% stake in a 500 MW power project of Adani. The partnership may intensify competition in India’s fuel retailing space dominated by the state-owned companies, which still account for about 90% of the 97,000 retail gasoline and diesel outlets in the country. “This partnership will enable us to leverage each other’s infrastructure, thus e...
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Network for Shilling attack Detection

User similarity-based graph convolutional neural network for shilling attack detection Collaborative recommendation systems have been widely used in various fields, such as movies, music and e-commerce. However, due to the natural openness of its ratings, it is vulnerable to shilling attacks. Shilling attacks greatly affect the accuracy and trustworthiness of recommendation systems, so we urgently need effective methods to counter shilling attacks. Some detection methods have been proposed previously. However, they mostly use manual feature extraction-based methods. These methods require specialized statistical knowledge to summarize user-specific rating patterns in user rating databases, which is very difficult. Thus, we propose a method called User Similarity-based Graph convolutional neural network for Shilling Attack Detection (USGSAD). This method achieves the purpose of detecting shilling attacks without using manual features. First, our method calculates user similarity by join...
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Quantum Network Nodes

An operating system for executing applications on quantum network nodes The goal of future quantum networks is to enable new internet applications that are impossible to achieve using only classical communication . Up to now, demonstrations of quantum network applications  and functionalities   on quantum processors have been performed in ad hoc software that was specific to the experimental setup, programmed to perform one single task (the application experiment) directly into low-level control devices using expertise in experimental physics.  Here we report on the design and implementation of an architecture capable of executing quantum network applications on quantum processors in platform-independent high-level software. We demonstrate the capability of the architecture to execute applications in high-level software by implementing it as a quantum network operating system-QNodeOS-and executing test programs, including a delegated computation from a client to a server ...
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Graph Technology

Graph Technology Market Hits New High | Major Giants Neo4j, TigerGraph, AWS Neptune HTF MI just released the Global Graph Technology Market Study, a comprehensive analysis of the market that spans more than 143+ pages and describes the product and industry scope as well as the market prognosis and status for 2025-2032. The marketization process is being accelerated by the market study’s segmentation by important regions. The market is currently expanding its reach. 𝐌𝐚𝐣𝐨𝐫 𝐜𝐨𝐦𝐩𝐚𝐧𝐒𝐞𝐬 profiled in Graph Technology Market are: Neo4j, TigerGraph, AWS Neptune, Microsoft, Oracle, IBM, DataStax, ArangoDB, Dgraph, OrientDB, Ontotext, Cambridge Semantics, GraphAware, RedisGraph, Cray, Stardog, SAP, Cambridge Semantics, Linkurious, Memgraph, Structr. HTF Market Intelligence projects that the global Graph Technology market will expand at a compound annual growth rate (CAGR) of 23.7% from 2025 to 2032, from USD 2.6 Billion in 2025 to USD 14.5 Billion by 2032. π“π‘πž 𝐟𝐨π₯π₯𝐨𝐰𝐒𝐧𝐠 ...
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Networking at IceLab Days

Applying Network Science to Networking at IceLab Days The annual IceLab Days meeting, organized by the Integrated Science Lab (IceLab), took place on November 13–14 at Skeppsvik HerrgΓ₯rd. The event fostered collaboration among IceLab members and affiliated researchers while strengthening the social and interdisciplinary work culture. This year, IceLab members turned their tools inward, applying network science to visualize current and potential research overlaps. Our goal was to understand the overlap in current projects within IceLab and to get a better sense of the skills and interests of our members, helping to spark ideas for future collaborations. Bridging Disciplines and Building Connections IceLab’s mission is to connect researchers across disciplines for the love of launching and landing new ideas. Through initiatives like the IceLab Lunch Pitches, the lab has built a reputation for facilitating spontaneous collaborations. However, what about researchers who aren’t actively see...
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Utility and Web3 Development

Pi Network Announces Major Update to .pi Domains: Focus Shifts to Utility and Web3 Development June 2025 marks a significant milestone for the Pi Network ecosystem as the team officially announced a major upgrade to the .pi domains initiative. With a clear shift from domain speculation to practical Web3 application, the latest announcement introduces new features, developer-focused, and an upgraded bidding system to encourage real-world use of .pi domains. Also Read Pi Network Price Prediction . New Standalone .pi Domains App Launched In a move to enhance user experience, Pi Network has separated the domain auction platform from the Pi wallet. The new .pi Domains App now operates as an independent Pi App, streamlining the bidding process and making it easier for users to participate in auctions. A standout feature of the new app is a live auction statistics dashboard. Users can now view real-time data on top bids, highest domains, and emerging trends. This transparency aims to improve...
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