2 citations · 4 across the 5 of their papers we have counts for
3 papers · 1 filter
FedNIA: Noise-Induced Activation Analysis for Mitigating Data Poisoning in Federated Learning
Ehsan Hallaji, Roozbeh Razavi-Far, Mehrdad Saif
Federated learning systems are increasingly threatened by data poisoning attacks, where malicious clients compromise global models by contributing tampered updates. Existing defens…
TrustChain: A Blockchain Framework for Auditing and Verifying Aggregators in Decentralized Federated Learning
Ehsan Hallaji, Roozbeh Razavi-Far, Mehrdad Saif
The server-less nature of Decentralized Federated Learning (DFL) requires allocating the aggregation role to specific participants in each federated round. Current DFL architecture…
Towards Sample-Efficiency and Generalization of Transfer and Inverse Reinforcement Learning: A Comprehensive Literature Review
Hossein Hassani, Ehsan Hallaji, Roozbeh Razavi-Far +2
Reinforcement learning (RL) is a sub-domain of machine learning, mainly concerned with solving sequential decision-making problems by a learning agent that interacts with the decis…