21 citations · 77 across the 19 of their papers we have counts for
19 papers
Higher-Order Relations Skew Link Prediction in Graphs
Govind Sharma, Aditya Challa, Paarth Gupta +1
The problem of link prediction is of active interest. The main approach to solving the link prediction problem is based on heuristics such as Common Neighbors (CN) -- more number o…
Love tHy Neighbour: Remeasuring Local Structural Node Similarity in Hypergraph-Derived Networks
Govind Sharma, Paarth Gupta, M. Narasihma Murty
The problem of node-similarity in networks has motivated a plethora of such measures between node-pairs, which make use of the underlying graph structure. However, higher-order rel…
The CAT SET on the MAT: Cross Attention for Set Matching in Bipartite Hypergraphs
Govind Sharma, Swyam Prakash Singh, V. Susheela Devi +1
Usual relations between entities could be captured using graphs; but those of a higher-order -- more so between two different types of entities (which we term "left" and "right") -…
Multi Agent Path Finding with Awareness for Spatially Extended Agents
Shyni Thomas, Dipti Deodhare, M. N. Murty
Path finding problems involve identification of a plan for conflict free movement of agents over a common road network. Most approaches to this problem handle the agents as point o…
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph Description
Sambaran Bandyopadhyay, Saley Vishal Vivek, M. N. Murty
Network (or graph) embedding is the task to map the nodes of a graph to a lower dimensional vector space, such that it preserves the graph properties and facilitates the downstream…
Robust Hierarchical Graph Classification with Subgraph Attention
Sambaran Bandyopadhyay, Manasvi Aggarwal, M. Narasimha Murty
Graph neural networks get significant attention for graph representation and classification in machine learning community. Attention mechanism applied on the neighborhood of a node…