@gql

From Tables to Graph: A Uni ed Framework for Knowledge Graph Construction from Complex Relational Databases by Ziyu Zhao, Wei Liu, Tim French, Michael Stewart, and Meng Chen

Empowering Users in Graph Rule Mining via Large Language Models by Francesco Cambria, Francesco Invernici, Andrea Colombo, and Anna Bernasconi

GRAML: Graph-Grounded Reasoning and Multi-Task Learning for LLM-Based Software Vulnerability Detection by Ruohan Li, Miaoqing Tian, Haipeng Qu, and Ruobing Jiang

Generative AI can help creative platforms offer personalized content, improve customer experiences, and increase profits, potentially allowing them to charge more for AI-generated work. However, these systems rely on human-created content for training, raising concerns about fair compensation, artists’ livelihoods, and platforms benefiting from creators’ work without paying them. Balancing AI innovation with fair rewards for human creators is essential to building a sustainable creative marketplace.

https://giesbusiness.illinois.edu/news/2026/10/10/artificial-intelligence-and-its-impact-on-creative-content

Public concern over AI’s risks remains high, with strong support for independent safety standards and a slower pace of frontier development even if it delays progress, while experts outline how a verifiable global pause could work through specialized inference-only chips and mutual monitoring. Others caution that deliberate slowdowns risk missing the innovations needed to solve safety problems themselves or that current dangers arise more from poorly defined human instructions, inadequate containment, and misuse than from any autonomous “doomsday” scenario. Meanwhile, rising everyday suspicion of AI-generated content and competing worldviews—from utopian optimism to existential alarm to focus on present-day harms—highlight the need for clearer guardrails, better verification tools, and international coordination amid geopolitical competition.

https://news.berkeley.edu/2026/10/09/a-global-hardwired-pause-of-frontier-ai-training-is-feasible-says-new-report/