Don Towsley
8 papers · 2016–2025 · 6 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Silver π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (19) π£ Hot Topic Early Bird π Conference Polyglot Β· Silver
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The Questioner
(2)
π
Trend Setter
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Research topics
Machine Learning
(8)
Optimization & Theory
(7)
Artificial Intelligence
(3)
Computer Science
(3)
Mathematics & Optimization
(3)
Core AI
(3)
Learning Types Β· Machine Learning
(3)
Core Methods
(2)
Optimization
(2)
Systems
(2)
Deep Learning
(1)
Interdisciplinary
(1)
Architectures
(1)
Foundations
(1)
Learning Types Β· Deep Learning
(1)
Keywords
multi-armed bandit
(3)
regret bound
(3)
cooperative learning
(3)
asynchronous agent
(2)
diffusion process
(1)
hypothesis testing
(1)
decentralized optimization
(1)
query complexity
(1)
regret minimization
(1)
best arm identification
(1)
distributed training
(1)
quantum algorithm
(1)
random graph
(1)
phase transition
(1)
latent representation
(1)
graph inference
(1)
node classification
(1)
graph representation
(1)
communication overhead
(1)
communication complexity
(1)
Papers
Quantum Best Arm Identification with Quantum Oracles
AAAI 2025
Achieving Near-Optimal Individual Regret & Low Communications in Multi-Agent Bandits
ICLR 2023
Exploration for Free: How Does Reward Heterogeneity Improve Regret in Cooperative Multi-agent Bandits?
UAI 2023
On-Demand Communication for Asynchronous Multi-Agent Bandits
AISTATS 2023
Cooperative Stochastic Bandits with Asynchronous Agents and Constrained Feedback
NeurIPS 2021
Decentralized gradient methods: does topology matter?
AISTATS 2020
Planting trees in graphs, and finding them back
COLT 2019
Diffusion-Convolutional Neural Networks
NeurIPS 2016