7 papers
Attribution-Driven Explainable Intrusion Detection with Encoder-Based Large Language Models
Umesh Biswas, Shafqat Hasan, Syed Mohammed Farhan +2
Software-Defined Networking (SDN) improves network flexibility but also increases the need for reliable and interpretable intrusion detection. Large Language Models (LLMs) have rec…
Denoised Diffusion for Object-Focused Image Augmentation
Nisha Pillai
Modern agricultural operations increasingly rely on integrated monitoring systems that combine multiple data sources for farm optimization. Aerial drone-based animal health monitor…
Policy-Driven Transfer Learning in Resource-Limited Animal Monitoring
Nisha Pillai, Aditi Virupakshaiah, Harrison W. Smith +6
Animal health monitoring and population management are critical aspects of wildlife conservation and livestock management that increasingly rely on automated detection and tracking…
Bayesian-Guided Generation of Synthetic Microbiomes with Minimized Pathogenicity
Nisha Pillai, Bindu Nanduri, Michael J Rothrock +2
Synthetic microbiomes offer new possibilities for modulating microbiota, to address the barriers in multidtug resistance (MDR) research. We present a Bayesian optimization approach…
EndToEndML: An Open-Source End-to-End Pipeline for Machine Learning Applications
Nisha Pillai, Athish Ram Das, Moses Ayoola +3
Artificial intelligence (AI) techniques are widely applied in the life sciences. However, applying innovative AI techniques to understand and deconvolute biological complexity is h…
Towards Interpreting Multi-Objective Feature Associations
Nisha Pillai, Ganga Gireesan, Michael J. Rothrock +3
Understanding how multiple features are associated and contribute to a specific objective is as important as understanding how each feature contributes to a particular outcome. Int…
Deep Sensitivity Analysis for Objective-Oriented Combinatorial Optimization
Ganga Gireesan, Nisha Pillai, Michael J Rothrock +3
Pathogen control is a critical aspect of modern poultry farming, providing important benefits for both public health and productivity. Effective poultry management measures to redu…