We will present 6 papers at #NeurIPS2024 covering active learning, graph learning, time series and trustworthy ML. Come and have a chat during the poster sessions!🚀

Can we obtain temporal graph neural representation without neural network❓ Check out our #NeurIPS2024 paper, Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed 🎉 Paper: openreview.net/pdf?id=266nH7k… Code: github.com/kthrn22/TempGN…

🧐 How deep a GNN should be? 💡 Number of layers is related the diameter of the input graph 🧐 When deepening is unavoidable, how to avoid dimensional collapse of deeper GNNs? 💡 Topology-guided residual connection of neural layers can help

2 papers accepted by #ICLR2025, 1 paper by #AISTATS2025, and 1 paper by #KDD2025, congrats all collaborators 🎉 TL;DR 1️⃣ How to generate temporal heterogeneous graphs 2️⃣ How to tokenize a graph 3️⃣ How to infer invariant subgraphs 4️⃣ How to compress an evolving knowledge graph

This thursday, Feb 13th, 11am ET, at the Reading group, Katherine Tieu will present: Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed (NeurIPS 2024). Looking forward to seeing you there! 🎉🎉 Zoom link on website openreview.net/forum?id=266nH…

Excited to know our #ICLR2025 paper is selected as Spotlight 🎉🎉🎉 We studied how to generate large-scale temporal heterogeneous graphs balancing privacy, utility, and efficiency We also found diffusion model may not be the solution to answer them all openreview.net/forum?id=tj5xJ…

💡 How can we describe a graph to LLMs ? 🧐 For example, G(n, p) uses number of nodes and connection probability to describe a graph. 📑 Please check out our survey, What Do LLMs Need to Understand Graphs: A Survey of Parametric Representation of Graphs arxiv.org/pdf/2410.12126

📈 Your time-series-paired texts are secretly a time series! 🙌 Real-world time series (stock prices) and texts (financial reports) share similar periodicity and spectrum, unlocking seamless multimodal learning using existing TS models. 🔬 Read more: arxiv.org/abs/2502.08942

🔬Graph Self-Supervised Learning Toolkit 🔥We release PyG-SSL, offering a unified framework of 10+ self-supervised choices to pretrain your graph foundation models. 📜Paper: arxiv.org/abs/2412.21151 💻Code: github.com/iDEA-iSAIL-Lab… Have fun!

🚨Call for Papers - 𝗠𝗟𝗼𝗚-𝗚𝗲𝗻𝗔𝗜 @ 𝗞𝗗𝗗 𝟮𝟬𝟮𝟱 Join us at the Workshop on 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗼𝗻 𝗚𝗿𝗮𝗽𝗵𝘀 in the Era of 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜 co-located with #KDD2025! 🌐Website: mlgraphworkshop.github.io 🌐Submission Link: openreview.net/group?id=KDD.o…

We'll present 4 papers and 1 keynote talk at #ICLR2025. Prof. Jingrui He and Prof. Hanghang Tong will be at the conference. Let's connect! ☕️

#iSchoolUI Professor Jingrui He has received the @Amazon Research Award to support her new project that aims to help scientists monitor disruptions to the Earth's ecosystem, such as climate change. Congratulations, Jingrui! 🌏▶️ bit.ly/42DWYIt