Most knowledge graphs force the world into pairs. Reality doesn't cooperate. A standard knowledge graph stores facts as triples: (subject, relation, object). Two entities, one relation. But consider: "Bengio has a research project on ClimateAI in Montreal funded by CIFAR."  That's four participants in distinct roles. Forcing it into binary triples means splitting one atomic fact into several, losing the structure that made it meaningful. Knowledge hypergraphs solve this: a single hyperedge can connect any number of entities, each in a specific positional role. The next problem: how do you build a model that reasons over hypergraphs it has never seen before, with entity types and relation types it has never encountered? That's inductive link prediction.  Inductive link prediction is what separates a model that can only work with graphs it was trained on from one that generalises to new graphs, new entities, new relations, straight out of the box. For any system where the graph keeps growing - new drugs, new companies, new events - this capability matters. HYPER is the first foundation model to deliver both, natively, on knowledge hypergraphs. The core idea: learn properties of relations that transfer across relation types of varying arity. A model trained on Research, Teaches, and AtConference should recognise structural analogues like Trading, Sells, and AtFair at inference time, even with entirely new entities and relation labels.  HYPER does this by encoding each entity together with its positional role within the hyperedge, and building a relation graph that captures how relations interact with one another. What stands out: * One pretrained checkpoint. Zero-shot generalisation to unseen entities AND unseen relations across arbitrary hypergraphs. * No reification. Hyperedges stay native; no conversion to binary triples that strips away role information. * Trained on just 2 hypergraphs and 3 KGs, HYPER consistently outperforms ULTRA trained on 50 KGs. Structural diversity beats volume. * 16 new inductive benchmarks released alongside the model. For those building KG systems in healthcare, science, or public administration - domains where facts naturally have more than two participants - this closes a real gap between academic research and production reality. Trade-off worth noting: positional interactions scale quadratically with arity, so very high-arity edges still need care. By Xingyue Huang, Mikhail Galkin, Michael Bronstein, İsmail İlkan Ceylan. H/T Giuseppe Futia HYPER: A Foundation Model for Inductive Link Prediction with Knowledge Hypergraphs arxiv.org/abs/2506.12362 #KnowledgeHypergraphs #LinkPrediction #InductiveLearning #ICLR2026 #GraphML -- 📩 The Year of the Graph Spring 2026 newsletter issue is out! Beyond Context Graphs: How Ontology, Semantics, and Knowledge Graphs Define Context 👇 yearofthegraph.xyz/newslette… All things #KnowledgeGraph, #GraphDB, Graph #Analytics / #DataScience / #AI and #SemTech. Subscribe and follow to be in the know. Reach out if you'd like to be featured

Daughter recently atConference in Shanghai. Seems that at least some of these "Olds" are once again being valued in China. She saw old buildings restored, traditional art on display, traditional crafts employed, and was treated(?) to traditional Chinese Opera. Hope for us yet?

If you are heading to Closing the Gap, we will see you bright & early on Friday the 24th!! @ATClosingTheGap #ATConference #AssistiveTechnology #ATISEverywhere

From the Bluesky #ATconference showing they really are chasing fully automated luxury gay space communism. i.nostr.build/bApkiQtY3inMk6… njump.me/nevent1qqsp40ufgwva…

Very grateful toDiocese ofLuceraTroia forThorough coverage of my visit&presentation aboutPrerequisites ofWar,which taking place in🇺🇦&prospects for achievingJust peace atConference, organized&blessed byBishop GiuseppeGiuliano,whose&my speeches are atLink: youtu.be/iOcC9oIAa0s

Honoured to have been asked to present atconference for #DDay80 "Pen Pushers, Scholars & Bootnecks - NID's role in Op Neptune" - incl 30 obviously! @Commando_Ops @NickHewitt4 @RoyalNavy @bletchleypark @dolphinsands @RankinNick @okeefehistorian @007 @NML_Muse #ww2 #Neptune

I had one I really liked though, but it felt wrong to ask the person for permission: "After a long and successful career in neuroscience, I have to admit that I have not the slightest idea how brain works" (Famous neuroscientist, overheard during lunch atconference)

ATLIFE VIETNAM 2023 Assitive Technology for Life 2023 ow.ly/S2Am50PyTPb #ATLIFE2023 #AssistiveTechnology #Vietnam #ATConference #TechEvent #DisabilityInclusion #Innovation #Accessibility #ATLIFEVietnam #ATLIFEConference

AtConference

CT's Assistive Technology Innovation Conference - June 22nd. Only $35 for attendees. Visit with up to 30 exhibitors. Exhibitor and Attendee Registration available now! atconference.serc.co/ #ATinCT #ATConference #ATExpo

Next week Anchor Point members will be presenting at and attending the @ATConference on family members after ABI in Oxford 11th May eventbrite.co.uk/e/ahead-tog…. On May 10th, many will also be in London for the @UKABIF ABI Bill reception at parliament.

Who said you can’t be in two places at once? 😉  This Thursday the Present Pal team will be visiting Manchester and our hometown Glasgow for two DSA Events. Will we see you there? 🤔 #DisabledStudentsAllowance #ATConference #CPD #LearnWithPresentPal

I am so sorry you are delayed. If it is any consolation, my son was atconference and taled about you. You made a huge impact. He wanted to tell about our priest during covid, after he heard about yours in the pick up truck! Thanks for making the sacrifice to go to the confere

Steve is at @AdvanceTrack conference today. Say hello if you see him! 👋 He'll also be at @Accountex Wed & Thur! 😊 #ATConference #networking #Accountex. .

Just kicking off the ⁦@AdvanceTrack⁩ #ATConference at the ⁦@NationalGallery⁩ #london

London day 1… @AdvanceTrack conference at the amazing @NationalGallery then an evening customer dinner with the team @wolterskluweruk ! #ontheroad #accountants #accountex #ATconference

Honoured to be working next to fellow speakers like @Amantle_ Where would you like to see us speaking next? Check out the work we do over atConference Speakers International.Image credits:Conference Speakers International.#speakingbusiness #professionalspeaker

@RosieDuffield1 ATconference will u discussIMBALANCE:raabSERIOUSLYconsidering child abuser register to impact THEIRfuture/monitor,YETvoted against'women'abuser register.Female victims ofNARCISSISTICabusing manipulative men areIMPACTEDon4ever-NEEDour abusers onREGISTERtoIMPACTthem

Just thrilled to be working next to fellow speakers like David Grier. Where would you like to see us speaking next? Check out the work we do over atConference Speakers International.Image credits:Conference Speakers International.#keynotespeaker #bestspeakers

How's your submission to be the 2023 ArchiTeam Conference Creative Director/s, coming together? Expression of Interests close TOMORROW Tues 30 Nov. To find out more architeam.net.au/news/2023-a… #atconference #atconference23