Network Science and Graph Analytics

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...

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...

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 ...

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 𝐜𝐨𝐦𝐩𝐚𝐧𝐢𝐞𝐬 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. 𝐓𝐡𝐞 𝐟𝐨𝐥𝐥𝐨𝐰𝐢𝐧𝐠 ...

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 Herrgård. 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...

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...

USF-headquartered Global Virus Network issues urgent call on rising threat of H5N1 bird flu Top global virologists publish a comprehensive analysis and advocate for a multi-government initiative in the Lancet Regional Health - Americas. USF-headquartered Global Virus Network issues urgent call on rising threat of H5N1 bird flu Today, the Global Virus Network (GVN) , representing eminent human and animal virologists from 80+ Centers of Excellence and Affiliates in 40+ countries and headquartered at the University of South Florida, published a comprehensive analysis and call-to-action in The Lancet Regional Health — Americas on the North American H5N1 avian influenza outbreak. The GVN calls on world governments to address its threat by enhancing surveillance, implementing biosecurity measures and preparing for potential human-to-human transmission. “Understanding the current landscape of H5N1 infections is critical for effective prevention and response,” said Sten H. Vermund, MD, Ph...

🏆 Now Accepting Nominations:        Outstanding Scientist Award 🏆 Are you—or someone you know—a seasoned researcher who has made a lasting impact in the field of Network Science or Graph Analytics? 🔍 The Outstanding Scientist Award is now open for nominations, honoring distinguished individuals aged 40 and above for their exceptional contributions to science, research leadership, and innovation. 🎓 Award Highlights This globally respected award recognizes thought leaders whose work has advanced scientific understanding and inspired future generations of researchers. ✅ Eligibility Criteria • Minimum age: 40 years • Proven track record in Network Science, Graph Analytics, or related domains • Active in research, academia, or scientific innovation 🌟 Award Benefits • Official Certificate of Recognition • Featured on leading global research platforms • Invitations to exclusive academic and industry events • Opportunities for international collaboration and networking ...

27th Edition of International Research Awards on NSGA |         25-26 June 2025 | Dubai United Arab Emirates The International Research Awards on Network Science and Graph Analytics recognize outstanding contributions in studying the structure, behavior, and dynamics of complex networks, including social, biological, and transportation networks. These awards, presented by professional societies and academic organizations, honor early-career researchers and lifetime achievers for their scientific impact and innovation. Winners receive global recognition, a certificate, a medal, and a memento, with their profiles permanently listed online. The awards enhance reputations, set benchmarks, and foster collaboration by bringing together researchers and industry experts to advance interdisciplinary research in the field International Research Awards on Network Science and Graph Analytics Visit Our Website : https://networkscience-conferences.researchw.com/awards/ Nomin...