7 papers
Hierarchical Sparse Circuit Extraction from Billion-Parameter Language Models through Scalable Attribution Graph Decomposition
Mohammed Mudassir Uddin, Shahnawaz Alam, Mohammed Kaif Pasha
Extracting sparse circuits from billion-parameter transformers is constrained by search cost and pervasive feature reuse across co-active pathways. Hierarchical Attributio…
Meta-Learning Guided Pruning for Few-Shot Plant Pathology on Edge Devices
Mohammed Mudassir Uddin, Shahnawaz Alam, Mohammed Kaif Pasha +3
Farmers in remote areas need quick and reliable methods for identifying plant diseases, yet they often lack access to laboratories or high-performance computing resources. Deep lea…
LAF-YOLOv10 with Partial Convolution Backbone, Attention-Guided Feature Pyramid, Auxiliary P2 Head, and Wise-IoU Loss for Small Object Detection in Drone Aerial Imagery
Sohail Ali Farooqui, Zuhair Ahmed Khan Taha, Mohammed Mudassir Uddin +1
Unmanned aerial vehicles serve as primary sensing platforms for surveillance, traffic monitoring, and disaster response, making aerial object detection a central problem in applied…
Privacy-Preserving Federated Learning with Verifiable Fairness Guarantees
Mohammed Himayath Ali, Mohammed Aqib Abdullah, Syed Muneer Hussain +2
Federated learning enables collaborative model training across distributed institutions without centralizing sensitive data; however, ensuring algorithmic fairness across heterogen…
Constraint-Aware Neurosymbolic Uncertainty Quantification with Bayesian Deep Learning for Scientific Discovery
Shahnawaz Alam, Mohammed Mudassir Uddin, Mohammed Kaif Pasha
Scientific Artificial Intelligence (AI) applications require models that deliver trustworthy uncertainty estimates while respecting domain constraints. Existing uncertainty quantif…
SecureCAI: Injection-Resilient LLM Assistants for Cybersecurity Operations
Mohammed Himayath Ali, Mohammed Aqib Abdullah, Mohammed Mudassir Uddin +1
Large Language Models have emerged as transformative tools for Security Operations Centers, enabling automated log analysis, phishing triage, and malware explanation; however, depl…