2 papers
cs.CV2025
Argus: Quality-Aware High-Throughput Text-to-Image Inference Serving System
Shubham Agarwal, Subrata Mitra, Saud Iqbal
Text-to-image (T2I) models have gained significant popularity. Most of these are diffusion models with unique computational characteristics, distinct from both traditional small-sc…
cs.LG2025
Prompt-Aware Scheduling for Efficient Text-to-Image Inferencing System
Shubham Agarwal, Saud Iqbal, Subrata Mitra
Traditional ML models utilize controlled approximations during high loads, employing faster, but less accurate models in a process called accuracy scaling. However, this method is…