39 citations · 117 across the 39 of their papers we have counts for
4 papers · 1 filter
Distributed Bandits with Heterogeneous Agents
Lin Yang, Yu-zhen Janice Chen, Mohammad Hajiesmaili +2
This paper tackles a multi-agent bandit setting where agents cooperate together to solve the same instance of a -armed stochastic bandit problem. The agents are \textit{hete…
Filtered Manifold Alignment
Stefan Dernbach, Don Towsley
Domain adaptation is an essential task in transfer learning to leverage data in one domain to bolster learning in another domain. In this paper, we present a new semi-supervised ma…
Decentralized gradient methods: does topology matter?
Giovanni Neglia, Chuan Xu, Don Towsley +1
Consensus-based distributed optimization methods have recently been advocated as alternatives to parameter server and ring all-reduce paradigms for large scale training of machine…
Sparse Diffusion-Convolutional Neural Networks
James Atwood, Siddharth Pal, Don Towsley +1
The predictive power and overall computational efficiency of Diffusion-convolutional neural networks make them an attractive choice for node classification tasks. However, a naive…