Task Selection and Assignment for Multi-Modal Multi-Task Dialogue Act Classification with Non-Stationary Multi-Armed Bandits

X He, J Chen, BW Schuller - ICASSP 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
Multi-task learning (MTL) aims to improve the performance of a primary task by jointly
learning with related auxiliary tasks. Traditional MTL methods select tasks randomly during …

Sliding-Window Thompson Sampling for Non-Stationary Settings

M Fiandri, AM Metelli, F Trovò - arXiv preprint arXiv:2409.05181, 2024 - arxiv.org
$\textit {Restless Bandits} $ describe sequential decision-making problems in which the
rewards evolve with time independently from the actions taken by the policy-maker. It has …