35 citations · 206 across the 44 of their papers we have counts for
4 papers · 1 filter
Recurrent Natural Policy Gradient for POMDPs
Semih Cayci, Atilla Eryilmaz
Solving partially observable Markov decision processes (POMDPs) remains a fundamental challenge in reinforcement learning (RL), primarily due to the curse of dimensionality induced…
SwiftCache: Model-Based Learning for Dynamic Content Caching in CDNs
Bahman Abolhassani, Atilla Eryilmaz, Tom Hou
We introduce SwiftCache, a "fresh" learning-based caching framework designed for content distribution networks (CDNs) featuring distributed front-end local caches and a dynamic bac…
Optimal Push and Pull-Based Edge Caching For Dynamic Content
Bahman Abolhassani, John Tadrous, Atilla Eryilmaz +1
We introduce a framework and optimal `fresh' caching for a content distribution network (CDN) comprising a front-end local cache and a back-end database. The data content is dynami…
Delay-Aware Cross-Layer Design for Network Utility Maximization in Multi-hop Networks
Haozhi Xiong, Ruogu Li, Atilla Eryilmaz +1
We investigate the problem of designing delay-aware joint flow control, routing, and scheduling algorithms in general multi-hop networks for maximizing network utilization. Since t…