cs.LG(2023-11-03)

📊 共 19 篇论文

🎯 兴趣领域导航

支柱二:RL算法与架构 (RL & Architecture) (9) 支柱一:机器人控制 (Robot Control) (5) 支柱九:具身大模型 (Embodied Foundation Models) (3) 支柱五:交互与反应 (Interaction & Reaction) (1) 支柱八:物理动画 (Physics-based Animation) (1)

🔬 支柱二:RL算法与架构 (RL & Architecture) (9 篇)

#题目一句话要点标签🔗
1 State-Wise Safe Reinforcement Learning With Pixel Observations 提出一种像素观察的安全强化学习算法以解决安全探索问题 reinforcement learning latent dynamics
2 Imitation Bootstrapped Reinforcement Learning 提出模仿引导强化学习以解决样本效率低下问题 reinforcement learning imitation learning
3 Epidemic Decision-making System Based Federated Reinforcement Learning 提出基于联邦强化学习的疫情决策系统以应对公共卫生挑战 reinforcement learning PPO
4 LLMs-augmented Contextual Bandit 提出LLMs增强的上下文赌博机以解决复杂上下文问题 reinforcement learning large language model
5 Comparative Knowledge Distillation 提出比较知识蒸馏以减少对教师模型推理的依赖 distillation
6 DeliverAI: Reinforcement Learning Based Distributed Path-Sharing Network for Food Deliveries 提出DeliverAI以优化食品配送路径共享问题 reinforcement learning
7 Hierarchical Reinforcement Learning for Power Network Topology Control 提出分层强化学习框架以解决电力网络拓扑控制问题 reinforcement learning
8 Toward Reinforcement Learning-based Rectilinear Macro Placement Under Human Constraints 提出基于强化学习的宏单元布局方法以应对人类约束 reinforcement learning
9 AlberDICE: Addressing Out-Of-Distribution Joint Actions in Offline Multi-Agent RL via Alternating Stationary Distribution Correction Estimation 提出AlberDICE以解决离线多智能体RL中的OOD联合动作问题 reinforcement learning offline reinforcement learning

🔬 支柱一:机器人控制 (Robot Control) (5 篇)

#题目一句话要点标签🔗
10 Domain Randomization via Entropy Maximization 提出DORAEMON以解决仿真到现实转移问题 manipulation sim-to-real sim2real
11 SMORE: Score Models for Offline Goal-Conditioned Reinforcement Learning 提出SMORe以解决离线目标条件强化学习中的判别器依赖问题 locomotion manipulation reinforcement learning
12 Robust Adversarial Reinforcement Learning via Bounded Rationality Curricula 提出基于有界理性的课程的鲁棒对抗强化学习方法 locomotion reinforcement learning
13 PRISM: Progressive Restoration for Scene Graph-based Image Manipulation 提出PRISM以解决场景图图像处理中的质量与精度问题 manipulation
14 Mix-ME: Quality-Diversity for Multi-Agent Learning 提出Mix-ME以解决多智能体学习中的多样性问题 locomotion

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

#题目一句话要点标签🔗
15 Emergence of Abstract State Representations in Embodied Sequence Modeling 提出盲fold导航任务以研究抽象状态表示的生成 language conditioned
16 The Alignment Problem in Context 探讨大型语言模型的对齐问题及其安全性挑战 large language model
17 Conditions on Preference Relations that Guarantee the Existence of Optimal Policies 提出直接偏好过程以解决偏好反馈学习中的最优策略问题 large language model

🔬 支柱五:交互与反应 (Interaction & Reaction) (1 篇)

#题目一句话要点标签🔗
18 Cooperative Network Learning for Large-Scale and Decentralized Graphs 提出合作网络学习框架以解决大规模去中心化图数据的安全计算问题 OMOMO

🔬 支柱八:物理动画 (Physics-based Animation) (1 篇)

#题目一句话要点标签🔗
19 Attention-based Models for Snow-Water Equivalent Prediction 提出基于注意力机制的模型以提高雪水当量预测精度 spatiotemporal

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