1.3k citations
- University of WaterlooCA18 papers
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Showing 2025 · cs.LGShow all
3 papers · 2 filters
cs.LG2025★ 2 cited
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…
cs.LG2025★ 31 cited
Federated Continual Learning: Concepts, Challenges, and Solutions
Parisa Hamedi, Roozbeh Razavi-Far, Ehsan Hallaji
Federated Continual Learning (FCL) has emerged as a robust solution for collaborative model training in dynamic environments, where data samples are continuously generated and dist…
cs.LG2025★ 23 cited
Humanity's Last Exam
Long Phan, Alice Gatti, Ziwen Han +1144
Benchmarks are important tools for tracking the rapid advancements in large language model (LLM) capabilities. However, benchmarks are not keeping pace in difficulty: LLMs now achi…