El Mehdi Saad
7 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🐣
Hot Topic Early Bird
🌍
Conference Polyglot
(4)
🐝
Cross-Pollinator
(15)
🌉
Interdisciplinary Bridge
Conferences
NIPS (3)
ICML (2)
ALT (1)
COLT (1)
Top co-authors
Keywords
learning theory
(2)
online learning
(2)
bandit algorithm
(2)
generalization error
(1)
online optimization
(1)
sequential decision
(1)
strong convexity
(1)
query complexity
(1)
sequence prediction
(1)
best arm identification
(1)
expert advice
(1)
multi-armed bandit
(1)
learning rate
(1)
regret bound
(1)
exploration strategy
(1)
multi-expert prediction
(1)
noisy evaluation
(1)
dueling bandit
(1)
exp-concave function
(1)
weak regret
(1)
Papers
ATA: Adaptive Task Allocation for Efficient Resource Management in Distributed Machine Learning
ICML 2025
New Lower Bounds for Non-Convex Stochastic Optimization through Divergence Decomposition
COLT 2025
On Weak Regret Analysis for Dueling Bandits
NIPS 2024
Constant regret for sequence prediction with limited advice
ALT 2023
Covariance-adaptive best arm identification
NIPS 2023
Active Ranking of Experts Based on their Performances in Many Tasks
ICML 2023
Fast rates for prediction with limited expert advice
NIPS 2021