cs.LG（2023-10-29）

📊 共 12 篇论文 | 🔗 3 篇有代码

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支柱二：RL算法与架构 (RL & Architecture) (9 🔗2) 支柱一：机器人控制 (Robot Control) (2 🔗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 Automaton Distillation: Neuro-Symbolic Transfer Learning for Deep Reinforcement Learning 提出自动机蒸馏以解决深度强化学习中的经验收集与泛化问题 reinforcement learning deep reinforcement learning TD3
2 Remaining useful life prediction of Lithium-ion batteries using spatio-temporal multimodal attention networks 提出时空多模态注意力网络以解决锂离子电池剩余寿命预测问题 MAE multimodal
3 Simple and Asymmetric Graph Contrastive Learning without Augmentations 提出无增强的简单非对称图对比学习以解决异质图问题 representation learning contrastive learning ✅
4 MAG-GNN: Reinforcement Learning Boosted Graph Neural Network 提出MAG-GNN以解决GNN子图枚举效率低下问题 reinforcement learning
5 Object-centric architectures enable efficient causal representation learning 提出对象中心架构以解决因果表示学习中的解耦问题 representation learning
6 On Linear Separation Capacity of Self-Supervised Representation Learning 提出自监督学习的新方法以提高线性分离能力 representation learning
7 Posterior Sampling with Delayed Feedback for Reinforcement Learning with Linear Function Approximation 提出延迟反馈的后验采样方法以解决强化学习中的样本复杂性问题 reinforcement learning
8 Ever Evolving Evaluator (EV3): Towards Flexible and Reliable Meta-Optimization for Knowledge Distillation 提出EV3框架以实现灵活可靠的知识蒸馏元优化 distillation ✅
9 Behavior Alignment via Reward Function Optimization 提出行为对齐奖励函数优化以解决强化学习中的奖励设计问题 reinforcement learning reward shaping

🔬 支柱一：机器人控制 (Robot Control) (2 篇)

#题目一句话要点标签🔗⭐
10 RAIFLE: Reconstruction Attacks on Interaction-based Federated Learning with Adversarial Data Manipulation 提出RAIFLE以解决交互式联邦学习中的重建攻击问题 manipulation ✅
11 Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System 通过迁移学习提升家庭能源管理系统的需求预测精度 model predictive control MAE

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

#题目一句话要点标签🔗⭐
12 Multi-Path Long-Term Vessel Trajectories Forecasting with Probabilistic Feature Fusion for Problem Shifting 提出多路径长时间船舶轨迹预测方法以解决AIS数据精度不足问题 spatiotemporal

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