Parallel split learning
AE-PSL
Align first. Compress every training step
Research & open source
Intelligence thatlearns together, adapts efficiently, and moves towards agency at the edge.
Research in decentralized learning and efficient foundation models.
Towards agentic AI at the edge.
Research projects15
15 projects
2026
2025
Federated unlearning
EFU
Enforce unlearning while keeping the request private
Secure aggregation
EncCluster
Encrypt fewer values. Keep federated updates protected
Many-task federated learning
MaTU
Many local tasks. One shared task vector
Multimodal learning
MPSL
Multimodal fine-tuning with lightweight edge clients
2024
Federated fine-tuning
DeltaMask
Adapt foundation models by communicating sparse mask changes
Communication efficiency
FedCode
Exchange codebooks to make federated communication smaller
Federated learning
FedCompress
Compress both directions of federated training
Label noise
FedLN
Learning together when labels cannot be trusted
Invisible backdoors
FiBA
Understanding invisible backdoors in collaborative learning
2023
2022
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