2 code implementations • 30 Jun 2021 • Abhay Singh, Qian Huang, Sijia Linda Huang, Omkar Bhalerao, Horace He, Ser-Nam Lim, Austin R. Benson
Here, we demonstrate how simply adding a set of edges, which we call a \emph{proposal set}, to the graph as a pre-processing step can improve the performance of several link prediction algorithms.
Ranked #1 on
Link Property Prediction
on ogbl-ddi
7 code implementations • ICLR 2021 • Qian Huang, Horace He, Abhay Singh, Ser-Nam Lim, Austin R. Benson
Graph Neural Networks (GNNs) are the predominant technique for learning over graphs.
Node Classification on Non-Homophilic (Heterophilic) Graphs
Node Property Prediction
1 code implementation • NeurIPS 2020 • Qian Huang, Horace He, Abhay Singh, Yan Zhang, Ser-Nam Lim, Austin Benson
Incorporating relational reasoning into neural networks has greatly expanded their capabilities and scope.
no code implementations • 9 Jun 2019 • Sriram N. N., Gourav Kumar, Abhay Singh, M. Siva Karthik, Saket Saurav Brojeshwar Bhowmick, K. Madhava Krishna
In the indoor setting, we use an autonomous drone to navigate various scenarios and also a ground robot which can explore the environment using the trajectories proposed by our framework.
no code implementations • 19 Nov 2015 • Alok Ranjan Pal, Anirban Kundu, Abhay Singh, Raj Shekhar, Kunal Sinha
Word Sense Disambiguation is used to find meaning of words based on live contexts using supervised and unsupervised approaches.