Machine Heart

Apr 2, 2026 · Artificial Intelligence

Dual Alignment Theory Redefines Cross-Domain Offline RL Transfer

The paper revisits cross-domain offline reinforcement learning, showing that aligning both dynamics and value of source data is essential for effective policy transfer, and introduces the DVDF framework that jointly filters source samples, achieving consistent performance gains across multiple robotic control benchmarks.