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1. Knowledgeable Agents by Offline Reinforcement Learning from Large Language Model Rollouts

2. Context-based Fast Recommendation Strategy for Long User Behavior Sequence in Meituan Waimai

3. CartoMark: a benchmark dataset for map pattern recognition and 1 map content retrieval with machine intelligence

8. Language Model Self-improvement by Reinforcement Learning Contemplation

9. Photodynamic therapy empowered by nanotechnology for oral and dental science: Progress and perspectives

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