Giovanni Neglia
13 papers · 2020–2026 · 5 conferences · across top CS/AI conferences
Achievements
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π Academic Marathon (5) π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5) π£ Hot Topic Early Bird
π
Renaissance Researcher
(5)
π
Interdisciplinary Bridge
π§
Keyword Pioneer
π₯
Mega-Team
(24)
β‘
Prolific Year
(5)
β
The Questioner
(2)
π₯
Unstoppable
(6)
π
Century Club
(12)
Conferences
ICML (4)
AAAI (3)
NIPS (3)
AISTATS (2)
UAI (1)
Top co-authors
Research topics
Keywords
federated learning
(6)
representation learning
(1)
data stream
(1)
online learning
(1)
binary classification
(1)
expectation maximization
(1)
distributed learning
(1)
mean estimation
(1)
decentralized optimization
(1)
empirical risk minimization
(1)
message passing
(1)
distributed training
(1)
collaborative learning
(1)
k-nearest neighbor
(1)
multi-task learning
(1)
data heterogeneity
(1)
benchmark dataset
(1)
personalized model
(1)
regression task
(1)
privacy-preserving machine learning
(1)
Papers
A Unified Convergence Analysis for Semi-Decentralized Learning: Sampled-to-Sampled vs. Sampled-to-All Communication
AAAI 2026
Cutting Through Privacy: A Hyperplane-Based Data Reconstruction Attack in Federated Learning
UAI 2025
Attribute Inference Attacks for Federated Regression Tasks
AAAI 2025
FedBEns: One-Shot Federated Learning based on Bayesian Ensemble
ICML 2025
Scalable Decentralized Algorithms for Online Personalized Mean Estimation
AAAI 2025
When to Forget? Complexity Trade-offs in Machine Unlearning
ICML 2025
Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm
ICML 2024
Federated Learning for Data Streams
AISTATS 2023
Personalized Federated Learning through Local Memorization
ICML 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
NIPS 2022
Federated Multi-Task Learning under a Mixture of Distributions
NIPS 2021
Throughput-Optimal Topology Design for Cross-Silo Federated Learning
NIPS 2020
Decentralized gradient methods: does topology matter?
AISTATS 2020