3 papers
cs.LG2025
Deep Active Inference Agents for Delayed and Long-Horizon Environments
Yavar Taheri Yeganeh, Mohsen Jafari, Andrea Matta
With the recent success of world-model agents, which extend the core idea of model-based reinforcement learning by learning a differentiable model for sample-efficient control acro…
math.OC2025
Active Inference for Energy Control and Planning in Smart Buildings and Communities
Seyyed Danial Nazemi, Mohsen A. Jafari, Andrea Matta
Active Inference (AIF) is emerging as a powerful framework for decision-making under uncertainty, yet its potential in engineering applications remains largely unexplored. In this…
cs.LG2024
Active Inference Meeting Energy-Efficient Control of Parallel and Identical Machines
Yavar Taheri Yeganeh, Mohsen Jafari, Andrea Matta
We investigate the application of active inference in developing energy-efficient control agents for manufacturing systems. Active inference, rooted in neuroscience, provides a uni…