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Mojan Javaheripi

2 accepted papers

2023

zPROBE: Zero Peek Robustness Checks for Federated Learning

ICCV 2023poster

Privacy-preserving federated learning allows multiple users to jointly train a model with coordination of a central server. The server only learns the final aggregation result, thereby preventing leakage of the users' (private) training data from the individual model updates. However, keeping the in…

Cited by 19PDFScholar
2022

LiteTransformerSearch: Training-free Neural Architecture Search for Efficient Language Models

NeurIPS 2022accept

The Transformer architecture is ubiquitously used as the building block of largescale autoregressive language models. However, finding architectures with the optimal trade-off between task performance (perplexity) and hardware constraints like peak memory utilization and latency is non-trivial. This…