
Avinash Yaganapu
Machine learning researcher focused on weakly supervised learning and bioinformatics
Summary
Work
Education
Projects
Writing
Prediction of bacterial protein–compound interactions with only positive samples
January 1, 2026Paper (preprint and later journal publication) introducing BIN-PU, a PU learning framework to predict bacterial compound–protein interactions using only known positive samples; includes experimental validation and publicly available code.
Interpretable Weakly Supervised Learning with Incomplete Data
January 1, 2025PhD dissertation proposing interpretable weakly supervised learning frameworks (Multi-SA for semantic segmentation, BIN-PU for PU learning in CPI prediction, BICAN-HT for cellular senescence) and a review of AI in cellular senescence research.
Artificial intelligence in cellular senescence research: a narrative review
January 1, 2025A narrative review summarizing AI applications in cellular senescence research and discussing computational advancements, challenges, and future opportunities.
Multi-layered Self-attention Mechanism for Weakly Supervised Semantic Segmentation
January 1, 2024Journal article presenting a Multi-SA approach that leverages intermediate feature representations and multi-layered self-attention to improve Class Activation Maps for weakly supervised semantic segmentation (published in Computer Vision and Image Understanding).
Detection of SNPS Associated with Bone Loss Rate by Using Machine Learning Approaches
January 1, 2020Master's thesis exploring GWAS data and machine learning models (ridge regression, SVM, random forest, MLP) to identify SNPs associated with bone loss rate.
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