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07/13/2023
Causal Influences over Social Learning Networks
This paper investigates causal influences between agents linked by a soc...
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06/15/2023
Non-Asymptotic Performance of Social Machine Learning Under Limited Data
This paper studies the probability of error associated with the social m...
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03/10/2023
On the Fusion Strategies for Federated Decision Making
We consider the problem of information aggregation in federated decision...
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02/08/2023
Policy Evaluation in Decentralized POMDPs with Belief Sharing
Most works on multi-agent reinforcement learning focus on scenarios wher...
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12/05/2022
Distributed Bayesian Learning of Dynamic States
This work studies networked agents cooperating to track a dynamical stat...
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11/23/2022
Discovering Influencers in Opinion Formation over Social Graphs
The adaptive social learning paradigm helps model how networked agents a...
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06/24/2022
A Fundamental Limit of Distributed Hypothesis Testing Under Memoryless Quantization
We study a distributed hypothesis testing setup where peripheral nodes s...
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04/28/2022
On the Arithmetic and Geometric Fusion of Beliefs for Distributed Inference
We study the asymptotic learning rates under linear and log-linear combi...
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03/04/2022
Random Information Sharing over Social Networks
This work studies the learning process over social networks under partia...
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01/26/2022
Social Learning under Randomized Collaborations
We study a social learning scheme where at every time instant, each agen...
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11/26/2021
Hidden Markov Modeling over Graphs
This work proposes a multi-agent filtering algorithm over graphs for fin...
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10/06/2020