2 papers
cs.SE2025
Why Attention Fails: A Taxonomy of Faults in Attention-Based Neural Networks
Sigma Jahan, Saurabh Singh Rajput, Tushar Sharma +1
Attention mechanisms are at the core of modern neural architectures, powering systems ranging from ChatGPT to autonomous vehicles and driving a major economic impact. However, high…
cs.LG2025
On the Sustainability of AI Inferences in the Edge
Ghazal Sobhani, Md. Monzurul Amin Ifath, Tushar Sharma +1
The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven s…