3 papers
cs.LG2026
Extended Low-Rank Approximation Accelerates Learning of Elastic Response in Heterogeneous Materials
Prabhat Karmakar, Sayan Gupta, Ilaksh Adlakha
Predicting how the microstructure governs the mechanical response of heterogeneous materials is essential for optimizing design and performance. Yet this task remains difficult due…
q-bio.NC2026
Chaotic Oscillatory Associative Memory
Nurani Rajagopal Rohan, V. Srinivasa Chakravarthy, Sayan Gupta
Associative memory models retrieve stored information through content-based addressing, mimicking the neural processes of animal brains. The classical Hopfield network-based models…
cs.LG2025
LightTopoGAT: Enhancing Graph Attention Networks with Topological Features for Efficient Graph Classification
Ankit Sharma, Sayan Roy Gupta
Graph Neural Networks have demonstrated significant success in graph classification tasks, yet they often require substantial computational resources and struggle to capture global…