cs.LG(2024-03-25)

📊 共 8 篇论文 | 🔗 1 篇有代码

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支柱二:RL算法与架构 (RL & Architecture) (3) 支柱九:具身大模型 (Embodied Foundation Models) (3) 支柱一:机器人控制 (Robot Control) (1) 支柱八:物理动画 (Physics-based Animation) (1 🔗1)

🔬 支柱二:RL算法与架构 (RL & Architecture) (3 篇)

#题目一句话要点标签🔗
1 Offline Reinforcement Learning: Role of State Aggregation and Trajectory Data 提出离线强化学习新方法以解决样本复杂性问题 reinforcement learning offline reinforcement learning
2 Convergence of a model-free entropy-regularized inverse reinforcement learning algorithm 提出无模型熵正则化逆强化学习算法以解决奖励恢复问题 reinforcement learning inverse reinforcement learning
3 Exploring the potential of prototype-based soft-labels data distillation for imbalanced data classification 提出基于原型的软标签数据蒸馏以解决数据不平衡问题 distillation

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

#题目一句话要点标签🔗
4 Multimodal Physical Fitness Monitoring (PFM) Framework Based on TimeMAE-PFM in Wearable Scenarios 提出多模态PFM框架以解决传统健康监测不足问题 multimodal
5 To Err is Machine: Vulnerability Detection Challenges LLM Reasoning 提出针对大语言模型的漏洞检测挑战与解决方案 large language model
6 Do LLM Agents Have Regret? A Case Study in Online Learning and Games 提出无监督的遗憾损失以提升LLM代理的决策性能 large language model

🔬 支柱一:机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗
7 Bridging Privacy and Robustness for Trustworthy Machine Learning 提出隐私与鲁棒性结合的方法以提升可信机器学习 manipulation

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

#题目一句话要点标签🔗
8 LSTTN: A Long-Short Term Transformer-based Spatio-temporal Neural Network for Traffic Flow Forecasting 提出LSTTN以解决交通流预测中的长短期特征提取问题 spatiotemporal

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