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Danyal Akarca

2 accepted papers

2026

Belief Propagation Converges to Gaussian Distributions in Sparsely-Connected Factor Graphs

ICML 2026poster

Belief Propagation (BP) is a powerful algorithm for distributed inference in probabilistic graphical models, however it quickly becomes infeasible for practical compute and memory budgets. Many efficient, non-parametric forms of BP have been developed, but the most popular is Gaussian Belief Propaga…

Cited by 0SourceScholar
2025

Brain-Like Processing Pathways Form in Models With Heterogeneous Experts

NeurIPS 2025poster

The brain is made up of a vast set of heterogeneous regions that dynamically organize into pathways as a function of task demands. Examples of such pathways can be found in the interactions between cortical and subcortical networks during learning, or in sub-networks specializing for task characteri…

Cited by 0SourceScholar