73 citations · 123 across the 30 of their papers we have counts for
41 papers
Joint Domain-Class Modeling for Federated Learning Under Feature Skew
Sina Najafi, Mostafa Tavassolipour, Seyed Pooya Shariatpanahi
Federated learning (FL) enables collaborative model training without centralizing private data, but performance often degrades under feature skew: clients share labels while the co…
Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach
Erfan Mirzaei, Seyed Pooya Shariatpanahi, Alireza Tavakoli +2
Personalized AI-based services involve a population of individual reinforcement learning agents. However, most reinforcement learning algorithms focus on harnessing individual lear…
TopRank-Based Delivery Rate Optimization for Coded Caching under Non-Uniform Demands
Mohammadsaber Bahadori, Seyed Pooya Shariatpanahi, Behnam Bahrak
We study the problem of coded caching with nonuniform file popularity under the setting where the popularity distribution is initially unknown. By reframing the problem, we propose…
Subgoal Discovery Using a Free Energy Paradigm and State Aggregations
Amirhossein Mesbah, Reshad Hosseini, Seyed Pooya Shariatpanahi +1
Reinforcement learning (RL) plays a major role in solving complex sequential decision-making tasks. Hierarchical and goal-conditioned RL are promising methods for dealing with two…
Coded Multi-User Information Retrieval with a Multi-Antenna Helper Node
Milad Abolpour, MohammadJavad Salehi, Soheil Mohajer +2
A novel coding design is proposed to enhance information retrieval in a wireless network of users with partial access to the data, in the sense of observation, measurement, computa…
Hybrid Coded-Uncoded Caching in Multi-Access Networks with Non-uniform Demands
Abdollah Ghaffari Sheshjavani, Ahmad Khonsari, Masoumeh Moradian +2
To address the massive growth of data traffic over cellular networks, increasing spatial reuse of the frequency spectrum by the deployment of small base stations (SBSs) has been co…