SCOPE-RL is an open-source Python Software for implementing the end-to-end procedure regarding offline Reinforcement Learning (offline RL), from data collection to offline policy learning, off-policy ...
Figure 1. FIPO vs. baselines on AIME 2024. FIPO shows that pure RL training alone can outperform reproduced pure-RL baselines such as DAPO and DeepSeek-R1-Zero-32B, surpass o1-mini, and produce ...
Abstract: With the advancement of marine resource development and protection activities, tasks such as full geomorphology mapping and underwater area sweeping in turbid water pose serious challenges ...
Abstract: To address issues such as high construction costs, complex operation and maintenance, and unbalanced resource allocation in the charging pile location selection process, a cost-aware ...