2 papers
cs.LG2026
Duration Aware Scheduling for ASR Serving Under Workload Drift
Darshan Makwana, Yash Jogi, Harsh Kotta +1
Scheduling policies in large-scale Automatic Speech Recognition (ASR) serving pipelines play a key role in determining end-to-end (E2E) latency. Yet, widely used serving engines re…
cs.LG2025
Some Theoretical Results on Layerwise Effective Dimension Oscillations in Finite Width ReLU Networks
Darshan Makwana
We analyze the layerwise effective dimension (rank of the feature matrix) in fully-connected ReLU networks of finite width. Specifically, for a fixed batch of inputs and random…