no code implementations • 8 Oct 2022 • Haoran Zhu, Maryam Majzoubi, Arihant Jain, Anna Choromanska
Our algorithm, which we call TAME (Task-Agnostic continual learning using Multiple Experts), automatically detects the shift in data distributions and switches between task expert networks in an online manner.
1 code implementation • NeurIPS 2020 • Maryam Majzoubi, Chicheng Zhang, Rajan Chari, Akshay Krishnamurthy, John Langford, Aleksandrs Slivkins
We create a computationally tractable algorithm for contextual bandits with continuous actions having unknown structure.
no code implementations • 24 May 2019 • Maryam Majzoubi, Anna Choromanska
In this paper we develop the LdSM algorithm for the construction and training of multi-label decision trees, where in every node of the tree we optimize a novel objective function that favors balanced splits, maintains high class purity of children nodes, and allows sending examples to multiple directions but with a penalty that prevents tree over-growth.