Graph data is informative to represent complex relationships such as transactions between accounts, communications between devices, and dependencies among machines or processes. Correspondingly, graph anomaly detection (GAD) plays a critical role in identifying anomalies across various domains, including finance, cybersecurity, manufacturing, etc. Facing the large-volume and multi-domain graph data, nascent efforts attempt to develop foundational generalist models capable of detecting anomalies in unseen graphs without retraining. To the best of our knowledge, the different feature semantics and dimensions of cross-domain graph data heavily hinder the development of the graph foundation model, leaving further in-depth continual learning and inference capabilities a quite open problem. Hence, we propose OWLEYE, a novel zero-shot GAD framework that learns transferable patterns of normal behavior from multiple graphs, with a threefold contribution. First, OWLEYE proposes a cross-domain feature alignment module to harmonize feature distributions, which preserves domain-specific semantics during alignment. Second, with aligned features, to enable continuous learning capabilities, OWLEYE designs the multi-domain multi-pattern dictionary learning to encode shared structural and attribute-based patterns. Third, for achieving the in-context learning ability, OWLEYE develops a truncated attention-based reconstruction module to robustly detect anomalies without requiring labeled data for unseen graph-structured data. Extensive experiments on real-world datasets demonstrate that OWLEYE achieves superior performance and generalizability compared to state-of-the-art baselines, establishing a strong foundation for scalable and label-efficient anomaly detection.

Well, it turns out that the ceasefire between the US and Iran was too good to be true. Just as the world breathed a sigh of relief that the Strait of Hormuz would remain open at least for 60 days while talks between the two countries progressed, the rumblings of war are back again with both countries attacking each other’s ships and other assets.

The elusive peace plan on the Iran war that Trump says is only days away is still several days away. 60 days or two months away to be precise, if the two sides sign off on the so-called memorandum of understanding today in Geneva. The whole sordid thing reeks of unprofessional PR agency idiot bosses’ meddling and circus that is global.

As I’d written in my Owleye column this month, there are plenty of global summits and conferences this summer and all the way up to the new year. It makes sense at a time of heightened conflicts and geopolitical tensions, not to mention wars. In a year where my blog is celebrating 25 years of innovation in the 21st century, I wondered if there was any scope for brand innovations in this realm.

#NewBlogVideos2025 #OwleyeColumn #BlogFacets #WiseEyedViewOfTheWorld Here is the second of my new blog videos in 2025. This one is for the Owleye column section of my blog, where I try and f...