Heyue Li

Less is More: an Attention-free Sequence Prediction Modeling for Offline Embodied Learning

Offline reinforcement learning (offline RL) is increasingly approached as a sequence modeling task, with methods leveraging advanced architectures like Transformers to capture trajectory dependencies. Despite significant progress, the mechanisms underlying their effectiveness and limitations remain…