2 papers
cs.LG2026
Position: Neglecting the Sustainability of AI is Fuelling a Global AI Arms Race
Pedram Bakhtiarifard, Pınar Tözün, Christian Igel +1
Sustainability encompasses three key facets: economic, environmental, and social. However, the nascent discourse on sustainable artificial intelligence (AI) predominantly focuses o…
cs.DC2026
CARMA: Collocation-Aware Resource Manager
Ehsan Yousefzadeh-Asl-Miandoab, Florina M. Ciorba, Pınar Tözün
GPUs running deep learning (DL) workloads are frequently underutilized. Collocating multiple DL training tasks on the same GPU can improve utilization but introduces two key risks:…