cs.LG(2024-03-15)

📊 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) (5 🔗1) 支柱九:具身大模型 (Embodied Foundation Models) (4 🔗1) 支柱一:机器人控制 (Robot Control) (1) 支柱八:物理动画 (Physics-based Animation) (1)

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

#题目一句话要点标签🔗
1 AD3: Implicit Action is the Key for World Models to Distinguish the Diverse Visual Distractors 提出AD3以解决视觉控制中的同质干扰物识别问题 world model world models
2 Parameter Efficient Reinforcement Learning from Human Feedback 提出参数高效的强化学习方法以降低人类反馈的计算成本 reinforcement learning RLHF
3 Online Policy Learning from Offline Preferences 提出虚拟偏好框架以解决离线偏好学习的泛化问题 reinforcement learning policy learning
4 Towards Adversarially Robust Dataset Distillation by Curvature Regularization 提出通过曲率正则化实现对抗鲁棒的数据集蒸馏 distillation
5 Graph Enhanced Reinforcement Learning for Effective Group Formation in Collaborative Problem Solving 提出图增强强化学习以解决协作问题中的有效组队问题 reinforcement learning

🔬 支柱九:具身大模型 (Embodied Foundation Models) (4 篇)

#题目一句话要点标签🔗
6 Benchmarking Zero-Shot Robustness of Multimodal Foundation Models: A Pilot Study 评估多模态基础模型的零-shot鲁棒性以应对现实挑战 foundation model multimodal
7 Block Verification Accelerates Speculative Decoding 提出区块验证以加速推测解码过程 large language model
8 SocialGenPod: Privacy-Friendly Generative AI Social Web Applications with Decentralised Personal Data Stores 提出SocialGenPod以解决用户数据隐私与可移植性问题 large language model
9 pTNAS: Progressive Neural Architecture Search for Tabular Data 提出pTNAS以解决表格数据神经架构搜索效率问题 foundation model

🔬 支柱一:机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗
10 Quality-Diversity Actor-Critic: Learning High-Performing and Diverse Behaviors via Value and Successor Features Critics 提出QDAC以解决深度强化学习中的多样性与性能问题 locomotion reinforcement learning deep reinforcement learning

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

#题目一句话要点标签🔗
11 How Suboptimal is Training rPPG Models with Videos and Targets from Different Body Sites? 提出使用不同身体部位PPG信号训练rPPG模型以提高准确性 PULSE

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