cs.LG(2024-03-30)

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支柱二:RL算法与架构 (RL & Architecture) (5) 支柱九:具身大模型 (Embodied Foundation Models) (2 🔗1)

🔬 支柱二:RL算法与架构 (RL & Architecture) (5 篇)

#题目一句话要点标签🔗
1 Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods 提出大语言模型增强强化学习的分类框架以解决现有方法的局限性 reinforcement learning reward design large language model
2 Heterogeneous Contrastive Learning for Foundation Models and Beyond 提出异构对比学习以提升基础模型的泛化能力 contrastive learning foundation model
3 Zero-shot Safety Prediction for Autonomous Robots with Foundation World Models 提出基础世界模型以解决自主机器人安全预测问题 world model world models large language model
4 Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation 提出MOSE以解决在线持续学习中的过拟合与欠拟合问题 distillation
5 Partially-Observable Sequential Change-Point Detection for Autocorrelated Data via Upper Confidence Region 提出AUCRSS以解决多变量自相关数据的部分可观测序列变更点检测问题 SSM state space model

🔬 支柱九:具身大模型 (Embodied Foundation Models) (2 篇)

#题目一句话要点标签🔗
6 ProLLM: Protein Chain-of-Thoughts Enhanced LLM for Protein-Protein Interaction Prediction 提出ProLLM以解决蛋白质-蛋白质相互作用预测问题 large language model chain-of-thought
7 Generative AI Models for Different Steps in Architectural Design: A Literature Review 综述生成式AI模型在建筑设计各步骤中的应用与发展 foundation model

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