Julia Gastinger @juliagasti.bsky.social · 07/10/2026Join us on Wednesday, October 14, 9am ET. Zoom link on website 010
Julia Gastinger @juliagasti.bsky.social · 22/09/2026Paper: arxiv.org/abs/2609.244... This was a fun project, I spent a lot of time digging through old festival lineups :) Big thanks to my co-authors Thilo Dieing, Christian Meilicke, Heiner Stuckenschmidt, and to the AKBC organizers!arxiv.orgA Temporal Knowledge Graph for Music Festival Lineup ForecastingMusic festival lineups emerge from complex relationships among artists, genres, releases, labels, and past performances, making the prediction of future lineups a natural fit for temporal knowledge gr... 000
Julia Gastinger @juliagasti.bsky.social · 22/09/2026We built a TKG covering 380 festivals over 55 years, and formalize lineup forecasting as temporal link prediction. We evaluate 6 TKG forecasting models + LLMs zero-shot, and release the dataset for TKG forecasting research. 100
Julia Gastinger @juliagasti.bsky.social · 22/09/2026Happy to share our paper "A Temporal Knowledge Graph for Music Festival Lineup Forecasting", accepted at Workshop on Automated Knowledge Base Construction (AKBC) 2026! 🎉 100
Julia Gastinger @juliagasti.bsky.social · 22/09/2026These are the kinds of patterns that temporal knowledge graph forecasting models in our study picked up on when predicting future festival lineups. 100
Julia Gastinger @juliagasti.bsky.social · 22/09/2026Did you know that performing at Mayfair Ballroom is predictive of playing at Rock am Ring, and holding a contract with Spinefarm Records is predictive of playing at Wacken Open Air? 🧵 100
Julia Gastinger @juliagasti.bsky.social · 10/08/2026@pietercolpaert.be yes, you can find it here: arxiv.org/pdf/2509.09474 :)arxiv.org 010
Julia Gastinger @juliagasti.bsky.social · 06/08/2026The little CountTRuCoLa was illustrated by Ulla Menzenbach. 110
Julia Gastinger @juliagasti.bsky.social · 06/08/2026Paper: arxiv.org/abs/2509.09474 Code: github.com/JuliaGast/co... I am very grateful for the collaboration with Christian Meilicke and Heiner Stuckenschmidt.arxiv.orgCountTRuCoLa: Rule Learning for Interpretable Temporal Knowledge Graph ForecastingWe address the task of temporal knowledge graph forecasting with an inherently interpretable method based on symbolic rules. Motivated by recent work proposing a strong baseline based on recurrent fac... 000
Julia Gastinger @juliagasti.bsky.social · 06/08/2026* It achieves performance that is competitive with state-of-the-art models and outperforms the majority of them * Each prediction remains directly traceable to the rules and observations that produced it * It remains functional on very large datasets, where other methods encounter OOT/OOM failures 000
Julia Gastinger @juliagasti.bsky.social · 06/08/2026* CountTRuCoLa learns four simple rule types, including temporal rules with confidence functions that combine both recency and frequency. 000
Julia Gastinger @juliagasti.bsky.social · 06/08/2026Our paper “CountTRuCoLa: Rule Learning for Interpretable Temporal Knowledge Graph Forecasting” has been accepted to the Research track at @iswc-conf.bsky.social 🥳 We address the task of temporal knowledge graph forecasting with an inherently interpretable method based on symbolic rules 400
Reposted by Julia GastingerAndrea Failla @andreajpg.bsky.social · 05/03/2026📢 Speaker Alert & Deadline Extension TENET @netsciconf.bsky.social 2026 (June 1st): Huijuan Wang, Assoc. Prof @TU Delft 📅 Submit your abstract by March 16th: tinyurl.com/48ys2vx9 #Netsci2026 #Tenet26 #networkscience 032
Reposted by Julia GastingerAndrea Failla @andreajpg.bsky.social · 09/03/2026📢 Speaker Alert & Deadline Extension TENET @netsciconf.bsky.social 2026 (June 1st): @abovet.bsky.social , Asst. Prof. @ UZH 📷 Submit your abstract by March 16th: tinyurl.com/48ys2vx9 #Netsci2026 #Tenet26 #networkscience 053
Reposted by Julia GastingerTemporal Graph Learning Reading Group @tempgraphrg.bsky.social · 11/02/2026This week at the reading group, thursday feb 12th, 11am EST, we are happy to welcome Sofiane Ennadir, who will present: Virtual Nodes Go Temporal (LOG 2025). zoom link on website! 🥳 111
Reposted by Julia GastingerAlessia Galdeman @alessianetwork.bsky.social · 29/01/2026📣 Join us for the TENET satellite at @netsciconf.bsky.social in Boston! Following the enthusiasm for last year’s editions, we're bringing together researchers working on Temporal Networks! ✏️2 pages abstracts 📆 Submit by Feb 20, 2026 🔗 more info here: tinyurl.com/4zevnyfttinyurl.comTENET@NetSci2025 026
Reposted by Julia GastingerAlessia Galdeman @alessianetwork.bsky.social · 03/09/2025TENET@CSS is here! join us in Room15 ✨ 042
Reposted by Julia GastingerTemporal Graph Learning Reading Group @tempgraphrg.bsky.social · 21/07/2025Good news: The reading group starts again this thursday, july 24th, 11am EDT! We are happy to welcome Zijie Huang (Google DeepMind) to present: Neural Dynamics for Science: The Symbiosis of Deep Graph Learning and Differential Equations Meet you on zoom (link on website) 🎉🥳 131
Reposted by Julia GastingerTemporal Graph Learning Workshop @ KDD @tgl-workshop.bsky.social · 19/05/2025💡deadline extension for our Temporal Graph Learning workshop: new deadline is May 25th, AOE 💡 looking forward to your submissions! 032
Reposted by Julia GastingerAlessia Galdeman @alessianetwork.bsky.social · 13/05/2025🚨Deadline extension🚨 If you’re interested in Temporal Networks, don’t miss the chance to submit your work to the TENET satellite @CCS in Siena! 📅New deadline: June, 16 2025 📝Submit two page abstract More info here: sites.google.com/view/tenet-c...sites.google.comTENET@CCS25Temporal networks are powerful models for understanding dynamical complex systems where entities and interactions appear and vanish as time goes by. Unlike static networks, which simply provide a snap... 097
Reposted by Julia GastingerTemporal Graph Learning Workshop @ KDD @tgl-workshop.bsky.social · 05/05/2025🚨 15 days left! 🚨 Don't miss the Call for Papers for the 3rd Temporal Graph Learning Workshop at KDD 2025 ✨ 📅 Deadline: May 20 (OpenReview) 🔗 sites.google.com/view/tgl-wor... 012
Reposted by Julia GastingerAlessia Galdeman @alessianetwork.bsky.social · 24/04/2025📢 Join us for the TENET satellite at #CCS in Siena on September 3! 🔎 Following the enthusiasm for the NetSci edition, we're bringing together researchers working on Temporal Networks! ✍️ 2 pages abstracts 📅 Submit by May 15, 2025 👉🏻 tinyurl.com/3mva3pshtinyurl.comTENET@CCS25Temporal networks are powerful models for understanding dynamical complex systems where entities and interactions appear and vanish as time goes by. Unlike static networks, which simply provide a snap... 075
Reposted by Julia GastingerTemporal Graph Learning Workshop @ KDD @tgl-workshop.bsky.social · 15/04/2025🌟Call for Reviewers!🌟 We are currently recruiting reviewers for our upcoming workshop and would love to have your expertise on board! Timeline: May 2025 📝 Please sign up here: docs.google.com/forms/d/e/1F... Thank you for supporting the workshop!docs.google.comReviewer Recruitment: TGL Workshop@ KDD 2025Thank you for your interest in reviewing research submissions for the Temporal Graph Learning Workshop@ KDD 2025. Please fill out the information in this form, so we can know more about your backgroun... 053
Reposted by Julia GastingerTemporal Graph Learning Workshop @ KDD @tgl-workshop.bsky.social · 07/04/2025📢 Announcing the third edition of Temporal Graph Learning Workshop at KDD 2025 📢 📜 Call for Papers: Submit your work on Temporal Graphs, Evolving Relational Data, Spatio-Temporal Graphs & more! 📅 Submission Deadline: May 20 AoE (Openreview) sites.google.com/view/tgl-wor...sites.google.comTGL Workshop 2025Key dates 134
Reposted by Julia GastingerBernhard Steinberger @bstein.bsky.social · 11/03/2025More than 2000 Scientists living, working or educated in Germany have already signed this appeal by @de.scientists4future.org to the members of the newly elected parliament to step up efforts for climate protection. Click here www.bayceer.uni-bayreuth.de/s4f/de/top/o... if you'd like to join. 03121
Reposted by Julia GastingerTemporal Graph Learning Reading Group @tempgraphrg.bsky.social · 03/02/2025This week we look forward to an exciting talk featuring two #LOG2024 papers! 📢 Towards Neural Scaling Laws on Graphs & Do Neural Scaling Laws Exist on Graph Self-Supervised Learning? 🎤 Jingzhe Liu (MSU) & Qian Ma (RPI) 📅 11am EST, Feb 6 (Thu) 📍 Zoom (link on website) Don’t miss it! 🔥 131
Reposted by Julia GastingerTemporal Graph Learning Reading Group @tempgraphrg.bsky.social · 20/01/2025We created a starter pack for temporal graph researchers! Please let us know if you would like to be added, or know someone to be added ✨ go.bsky.app/Z7X5KH 061
Reposted by Julia GastingerTemporal Graph Learning Reading Group @tempgraphrg.bsky.social · 14/01/2025🚨 The Temporal Graph Learning Reading Group is back from winter break! 🚨 📅 Thursday, Jan 16th, 11am ET (on Zoom) 📖 Topic: Interpreting Temporal Graph Neural Networks with Koopman Theory 👨🔬 Speaker: Michele Guerra 📄 Paper: arxiv.org/pdf/2410.13469 🔗 Zoom link: Check our website! See you on thursday!arxiv.org 021
Julia Gastinger @juliagasti.bsky.social · 11/12/2024Hey, if you don't mind I would love to be added as well :) working on graph-based machine learning. 100
Julia Gastinger @juliagasti.bsky.social · 11/12/2024Today I attended the Women in Machine Learning workshop at #NeurIPS24. What an amazing event: inspiring talks, a great mentoring session with super kind mentors, and a truly insightful panel discussion! It's really motivating to see that many intelligent and kind female role models in one place ❤️ 040
Julia Gastinger @juliagasti.bsky.social · 11/12/2024If you're at @neuripsconf.bsky.social and want to talk about TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs, drop by our poster! - When? tomorrow, wednesday, dec 12th 4:30-7:30pm. - Where? Poster #3000, Poster Session 2 East. #NeurIPS 131
Julia Gastinger @juliagasti.bsky.social · 03/12/2024What’s a pirate’s favorite fish? Arrrrrrctic cod! 000
Julia Gastinger @juliagasti.bsky.social · 02/12/2024The recording of our presentation for "TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs" at the @tempgraphrg.bsky.social Reading Group is now available on YouTube: youtu.be/w35ilttAhws 🍿🍿🍿youtu.beTGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous GraphsYouTube video by Temporal Graph Learning 021
Julia Gastinger @juliagasti.bsky.social · 02/12/2024Honored to be recognized as one of the top reviewers at @logconference.bsky.social ! Huge thanks to the organizers for putting together such an excellent event. 👏🎉 030
Julia Gastinger @juliagasti.bsky.social · 28/11/2024@knutole.bsky.social thanks for your interest. Unfortuntaly the presentation was not recorded, but if you have any questions please let me know :) 010
Reposted by Julia GastingerTemporal Graph Learning Reading Group @tempgraphrg.bsky.social · 26/11/2024📫 Join us this Thursday, Nov 28, at 11 AM EST! 📫 Przemysław Andrzej Wałega will present "Expressive Power of Temporal Message Passing" at our reading group. Details + link on our website! See you there! 👋 arxiv.org/pdf/2408.09918 021
Julia Gastinger @juliagasti.bsky.social · 25/11/2024Paper: openreview.net/forum?id=Lip...openreview.netDynamic Representations of Global Crises: A Temporal Knowledge...This paper presents a novel approach to understanding global crises and trade patterns through the creation and analysis of a Temporal Knowledge Graph (TKG), and the application of Temporal... 020
Julia Gastinger @juliagasti.bsky.social · 25/11/2024This wednesday I will present our work "Dynamic Representations of Global Crises: A Temporal Knowledge Graph for Conflicts, Trade, and Value Networks" 📅 When: Wednesday, Nov 27th, 8 PM CET 📍 Where: Virtual Poster Session @logconference.bsky.social Stop by and say hi if you're interested! 😊 250
Julia Gastinger @juliagasti.bsky.social · 19/11/2024Thanks for creating this! I would be happy to join :) 010
Julia Gastinger @juliagasti.bsky.social · 18/11/2024Hey :) Would love to be added if possible. Thanks for creating this! 🥳 010
Reposted by Julia GastingerTemporal Graph Learning Reading Group @tempgraphrg.bsky.social · 18/11/2024🌟 Join our Temporal Graph Learning Reading Group! 🌟 📅 Every Thursday ⏰ 11 AM EST 📍 On Zoom (link on our website!) Let's discuss cool research on temporal graphs! 🪩🥳👩🏫 Hope to see you there! 033
Julia Gastinger @juliagasti.bsky.social · 18/11/2024thanks a lot for creating these starter packs! I'm a phd student at University of Mannheim, working on (temporal) knowledge graphs. It would be great if you could add me to the ML/AI researchers pack :) 000
Julia Gastinger @juliagasti.bsky.social · 18/11/2024TGB 2.0 extends the Temporal Graph Benchmark (TGB) to temporal knowledge and heterogeneous graphs, offering a collection of diverse, challenging datasets. Our goal: a realistic, reproducible, and robust evaluation platform for ML on multi-relational temporal graphs. 010
Julia Gastinger @juliagasti.bsky.social · 18/11/2024🥳 Happy to announce that TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs & Heterogeneous Graphs was accepted at #NeurIPS2024 Datasets and Benchmarks Track! 📜https://arxiv.org/abs/2406.09639v2 💻https://github.com/shenyangHuang/TGB 🌎https://tgb.complexdatalab.com 140