Matthew Acs

A scoping review of reinforcement learning methods for long horizon robotic manipulation

2026 · Discover Robotics

Long-horizon robotic manipulation presents fundamental challenges for reinforcement learning (RL), including multi-stage decision-making, delayed credit assignment, and the integration of perception, planning, and control over extended time scales. Despite rapid progress, the field remains fragmented …