Cache Policy Design via Reinforcement Learning for Cellular Networks in Non-Stationary Environment. - Ashvin Srinivasan; Mohsen Amidzadeh; Junshan Zhang; Olav Tirkkonen (ICC Workshops, 2023)

Multi-Agent Reinforcement Learning Approach Scheduling for In-X Subnetworks. - Ashvin Srinivasan; Ugrasen Singh; Olav Tirkkonen (VTC Fall, 2024)

Adaptive Cache Policy Optimization Through Deep Reinforcement Learning in Dynamic Cellular Networks. - Ashvin Srinivasan; Mohsen Amidzadeh; Junshan Zhang; Olav Tirkkonen (Intell. Converged Networks, 2024)

Metric Learning Based Positioning. - Santeri Kokkonen; Xinze Li; Ashvin Srinivasan; Hanan Al-Tous; Olav Tirkkonen (WCNC, 2025)