2 papers
cs.AI2025
ApproXAI: Energy-Efficient Hardware Acceleration of Explainable AI using Approximate Computing
Ayesha Siddique, Khurram Khalil, Khaza Anuarul Hoque
Explainable artificial intelligence (XAI) enhances AI system transparency by framing interpretability as an optimization problem. However, this approach often necessitates numerous…
cs.LG2025
Explainable AI-Guided Efficient Approximate DNN Generation for Multi-Pod Systolic Arrays
Ayesha Siddique, Khurram Khalil, Khaza Anuarul Hoque
Approximate deep neural networks (AxDNNs) are promising for enhancing energy efficiency in real-world devices. One of the key contributors behind this enhanced energy efficiency in…