A. Salman Avestimehr
4 papers · 2022–2023 · 1 venue · across top CS/AI venues
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Achievements
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(12)
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Hot Topic Early Bird
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Research topics
Machine Learning
(4)
Application Areas
(4)
Optimization & Theory · Machine Learning
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Learning Paradigms · Artificial Intelligence
(2)
Learning Paradigms · Machine Learning
(2)
Computer Science
(1)
Security & Privacy
(1)
Core AI
(1)
Learning Types
(1)
Optimization & Theory · Deep Learning
(1)
Privacy
(1)
Systems
(1)
Keywords
federated learning
(3)
differential privacy
(1)
approximate inference
(1)
model aggregation
(1)
secure aggregation
(1)
communication efficiency
(1)
byzantine robustness
(1)
straggler mitigation
(1)
group fairness
(1)
privacy leakage
(1)
model-agnostic approach
(1)
distributed system
(1)
heterogeneous data distribution
(1)
coded computation
(1)
model discrepancy
(1)
prediction serving
(1)
neural network
(1)
resilient system
(1)
byzantine worker
(1)
layer-wise aggregation
(1)
Papers
FairFed: Enabling Group Fairness in Federated Learning
AAAI 2023
Layer-Wise Adaptive Model Aggregation for Scalable Federated Learning
AAAI 2023
Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning
AAAI 2023
ApproxIFER: A Model-Agnostic Approach to Resilient and Robust Prediction Serving Systems
AAAI 2022