Mingyue Ji
4 papers · 2022–2024 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🏆
Grand Slam
Venues
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Research topics
Keywords
convergence analysis
(3)
client participation
(2)
federated averaging
(2)
federated learning
(2)
aggregation weight
(1)
adaptive weighting
(1)
local aggregation
(1)
local lipschitz constant
(1)
hierarchical sgd
(1)
gradient divergence
(1)
fedavg
(1)
convergence upper bound
(1)
heterogeneity-driven pseudo-lipschitz assumption
(1)
quadratic local objective function
(1)
stochastic gradient descent
(1)
distributed learning
(1)
distributed optimization
(1)
Papers
A Lightweight Method for Tackling Unknown Participation Statistics in Federated Averaging
ICLR 2024
A New Theoretical Perspective on Data Heterogeneity in Federated Optimization
ICML 2024
A Unified Analysis of Federated Learning with Arbitrary Client Participation
NeurIPS 2022
Demystifying Why Local Aggregation Helps: Convergence Analysis of Hierarchical SGD
AAAI 2022