WebbExpressive and Efficient Representation Learning for Ranking Links in ... (WWW) 2024 January 25, 2024 We propose a Temporal Graph network for Ranking ... while provably … WebbPhD in Computer Science, University of Virginia. My areas of interest are combinatorial optimization, network science, computational epidemiology. Learn more …

Temporal Graph Convolutional Networks for Traffic Speed Prediction

WebbPhysics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions. Advancing Model Pruning via Bi-level Optimization. Earthformer: ... Provably expressive temporal graph networks. What's the Harm? Sharp Bounds on the Fraction Negatively Affected by Treatment. WebbIn search for more expressive graph learning models we build upon the recent k-order invariant and equivariant graph neural networks (Maron et al., 2024a,b) and present two results: First, we show that such k -order networks can distinguish between non-isomorphic graphs as good as the k -WL tests, which are provably stronger than the 1-WL test for k > … twin watch

Book - proceedings.neurips.cc

WebbThese theoretical insights lead us to PINT --- a novel architecture that leverages injective temporal message passing and relative positional features. Importantly, PINT is provably more expressive than both MP-TGNs and WA-TGNs. PINT significantly outperforms existing TGNs on several real-world benchmarks. Webb74 • explicit injective temporal functions are introduced, and a novel method for temporal graphs 75 is proposed that is provably more expressive than state-of-the-art TGNs; 76 • … WebbI develop techniques for learning expressive representations of social relationships and natural language with neural networks. These scalable algorithms are useful for … twin waste pipe connector