2 papers
cs.DC2026
Probabilistic Optical-Layer Surrogate for Risk-Aware Control-Plane Decision Making
Venkat Sai Suman Lamba Karanam
In this paper, we propose a generative surrogate for the optical layer. Current control-plane decisions in optical transport networks are made using analytical impairment models, d…
cs.DC2025
ML-based Adaptive Prefetching and Data Placement for US HEP Systems
Venkat Sai Suman Lamba Karanam, Sarat Sasank Barla, Byrav Ramamurthy +1
Although benefits from caching in US HEP are well-known, current caching strategies are not adaptive i.e they do not adapt to changing cache access patterns. Newer developments suc…