cs.LG(2024-03-05)

📊 共 11 篇论文 | 🔗 2 篇有代码

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支柱二:RL算法与架构 (RL & Architecture) (6 🔗2) 支柱九:具身大模型 (Embodied Foundation Models) (3) 支柱一:机器人控制 (Robot Control) (2)

🔬 支柱二:RL算法与架构 (RL & Architecture) (6 篇)

#题目一句话要点标签🔗
1 World Models for Autonomous Driving: An Initial Survey 综述世界模型在自动驾驶中的应用与挑战 world model world models
2 A Zero-Shot Reinforcement Learning Strategy for Autonomous Guidewire Navigation 提出零-shot强化学习策略以解决导丝导航问题 reinforcement learning deep reinforcement learning
3 Pareto-Optimal Estimation and Policy Learning on Short-term and Long-term Treatment Effects 提出帕累托最优估计与政策学习以解决短期与长期治疗效果的权衡问题 policy learning representation learning
4 SplAgger: Split Aggregation for Meta-Reinforcement Learning 提出SplAgger以提升元强化学习中的任务推断效果 reinforcement learning
5 Pooling Image Datasets With Multiple Covariate Shift and Imbalance 提出一种新方法以解决多协变量偏移与不平衡问题 representation learning 3D reconstruction
6 Correlated Proxies: A New Definition and Improved Mitigation for Reward Hacking 提出相关代理以解决奖励黑客问题 reinforcement learning RLHF

🔬 支柱九:具身大模型 (Embodied Foundation Models) (3 篇)

#题目一句话要点标签🔗
7 Controllable Prompt Tuning For Balancing Group Distributional Robustness 提出可控提示调优方法以平衡群体分布鲁棒性问题 multimodal
8 MeanCache: User-Centric Semantic Caching for LLM Web Services 提出MeanCache以解决LLM服务中的语义缓存问题 large language model
9 AceMap: Knowledge Discovery through Academic Graph 提出AceMap以解决科学文献管理与知识发现问题 large language model

🔬 支柱一:机器人控制 (Robot Control) (2 篇)

#题目一句话要点标签🔗
10 Behavior Generation with Latent Actions 提出VQ-BeT以解决复杂行为生成中的多模态预测问题 manipulation diffusion policy multimodal
11 State-Constrained Zero-Sum Differential Games with One-Sided Information 提出一种新方法解决带状态约束的零和微分博弈问题 manipulation

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