Suman Sapkota
Medical AI|Optimization|Neural Network Sparsity|Generative Modeling|GANs|Interpretability
Publications
2025
Dimension Mixer: Group Mixing of Input Dimensions for Efficient Function Approximation
Conference on Parsimony and Learning (CPAL) 2025
Peer Reviewed Conference article
2023
Metric Transform: Exploring beyond Affine Transform for Neural Networks
TinyPapers ICLR 2023
Peer Reviewed Conference article
2023
Neural Network Pruning for Real-time Polyp Segmentation
Suman Sapkota, Pranav Poudel, Sudarshan Regmi, Bibek Panthi, Binod Bhattarai
Medical Image Understanding and Analysis (MIUA) 2023
Peer Reviewed Conference article
2023
2022
Noisy Heuristics NAS: A Network Morphism based Neural Architecture Search using Heuristics
Dynamic Neural Networks, ICML, 2022
Workshop & Challenges
2022
Label Geometry Aware Discriminator for Conditional Generative Networks
Suman Sapkota, Bidur Khanal, Binod Bhattarai, Bishesh Khanal, Tae-Kyun Kim
26th International Conference on Pattern Recognition (ICPR). IEEE. August, 2022
Peer Reviewed Conference article