Author:Prabal Manhas

Publications
Adversarial Robustness in Optimized LLMs: Defending Against Attacks Joydeep Chandra and Prabal Manhas EasyChair Preprint 15857
Efficient and Scalable Self-Healing Databases Using Meta-Learning and Dependency-Driven Recovery Joydeep Chandra, Prabal Manhas, Aastha Sharma and Rashi Sahay EasyChair Preprint 15856

Keyphrases

adversarial attacks, adversarial robustness, adversarial training, anomaly detection, Cascading Failure Prediction, computational efficiency, Database Dependency Modeling, Database Management Systems(DBMS), Dynamic Workload Adaptation, Explainable AI (XAI), federated meta-learning, Graph Neural Networks (GNNs), Input Perturbations, Large Language Models (LLMs), LLM Security, meta-learning, Model-Agnostic Meta-Learning (MAML), Model Compression, model optimization, Model resilience, multi-objective optimization, Proactive Anomaly Prevention, Pruning, Quantization, Real-Time Adaptability, Recovery Optimization, Reinforcement Learning (RL), RL-Based Recovery, Scalable Database Systems, Self-Healing Databases, Task Generalization.