2 papers
cs.LG2026
AltNet: Addressing the Plasticity-Stability Dilemma in Reinforcement Learning
Mansi Maheshwari, John C. Raisbeck, Bruno Castro da Silva
Artificial neural networks have shown remarkable success in supervised learning when trained on a single task using a fixed dataset. However, when neural networks are trained on a…
cs.AI2026
Enabling Option Learning in Sparse Rewards with Hindsight Experience Replay
Gabriel Romio, Mateus Begnini Melchiades, Bruno Castro da Silva +1
Hierarchical Reinforcement Learning (HRL) frameworks like Option-Critic (OC) and Multi-updates Option Critic (MOC) have introduced significant advancements in learning reusable opt…