3 papers
math.CO2026
Affirmative Results on a Conjecture on the Column Space of the Adjacency Matrix
S. Akansha, K. C. Sivakumar
The Akbari-Cameron-Khosrovshahi (ACK) conjecture, which appears to be unresolved, states that for any simple graph with at least one edge, there exists a nonzero {}-ve…
cs.AI2025
Over-Squashing in Graph Neural Networks: A Comprehensive survey
Singh Akansha
Graph Neural Networks (GNNs) revolutionize machine learning for graph-structured data, effectively capturing complex relationships. They disseminate information through interconnec…
cs.LG2024
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification
S. Akansha
Graph Neural Networks (GNNs) have emerged as powerful tools for predicting outcomes in graph-structured data. However, a notable limitation of GNNs is their inability to provide ro…