4 papers
Modular Delta Merging with Orthogonal Constraints: A Scalable Framework for Continual and Reversible Model Composition
Haris Khan, Sadia Asif, Shumaila Asif +2
In real-world machine learning deployments, models must be continually updated, composed, and when required, selectively undone. However, existing approaches to model merging and c…
Multi-Agent Framework for Controllable and Protected Generative Content Creation: Addressing Copyright and Provenance in AI-Generated Media
Haris Khan, Sadia Asif, Shumaila Asif
The proliferation of generative AI systems creates unprecedented opportunities for content creation while raising critical concerns about controllability, copyright infringement, a…
DarkPatterns-LLM: A Multi-Layer Benchmark for Detecting Manipulative and Harmful AI Behavior
Sadia Asif, Israel Antonio Rosales Laguan, Haris Khan +2
The proliferation of Large Language Models (LLMs) has intensified concerns about manipulative or deceptive behaviors that can undermine user autonomy, trust, and well-being. Existi…
Advances in Intelligent Hearing Aids: Deep Learning Approaches to Selective Noise Cancellation
Haris Khan, Shumaila Asif, Hassan Nasir +2
The integration of artificial intelligence into hearing assistance marks a paradigm shift from traditional amplification-based systems to intelligent, context-aware audio processin…