7 papers
Architecting Clinical Collaboration: Multi-Agent Reasoning Systems for Multimodal Medical VQA
Karishma Thakrar, Shreyas Basavatia, Akshay Daftardar
Dermatological care via telemedicine often lacks the rich context of in-person visits. Clinicians must make diagnoses based on a handful of images and brief descriptions, without t…
Quantum Annealing for Machine Learning: Applications in Feature Selection, Instance Selection, and Clustering
Chloe Pomeroy, Aleksandar Pramov, Karishma Thakrar +1
This paper explores the applications of quantum annealing (QA) and classical simulated annealing (SA) to a suite of combinatorial optimization problems in machine learning, namely…
GitHub Stargazers | Building Graph- and Edge-level Prediction Algorithms for Developer Social Networks
Karishma Thakrar, Aniket Chauhan
Analyzing social networks formed by developers provides valuable insights for market segmentation, trend analysis, and community engagement. In this study, we explore the GitHub St…
AlgoRxplorers | Precision in Mutation: Enhancing Drug Design with Advanced Protein Stability Prediction Tools
Karishma Thakrar, Jiangqin Ma, Max Diamond +1
Predicting the impact of single-point amino acid mutations on protein stability is essential for understanding disease mechanisms and advancing drug development. Protein stability,…
DynaGRAG | Exploring the Topology of Information for Advancing Language Understanding and Generation in Graph Retrieval-Augmented Generation
Karishma Thakrar
Graph Retrieval-Augmented Generation (GRAG or Graph RAG) architectures aim to enhance language understanding and generation by leveraging external knowledge. However, effectively c…
StAyaL | Multilingual Style Transfer
Karishma Thakrar, Katrina Lawrence, Kyle Howard
Stylistic text generation plays a vital role in enhancing communication by reflecting the nuances of individual expression. This paper presents a novel approach for generating text…