cs.LG（2023-11-30）

📊 共 19 篇论文

🎯 兴趣领域导航

支柱二：RL算法与架构 (RL & Architecture) (10) 支柱九：具身大模型 (Embodied Foundation Models) (5) 支柱八：物理动画 (Physics-based Animation) (2) 支柱一：机器人控制 (Robot Control) (1) 支柱四：生成式动作 (Generative Motion) (1)

🔬 支柱二：RL算法与架构 (RL & Architecture) (10 篇)

#题目一句话要点标签🔗⭐
1 Data-efficient Deep Reinforcement Learning for Vehicle Trajectory Control 提出数据高效的深度强化学习方法以解决车辆轨迹控制问题 reinforcement learning deep reinforcement learning SAC
2 SCOPE-RL: A Python Library for Offline Reinforcement Learning and Off-Policy Evaluation 提出SCOPE-RL以解决离线强化学习与评估整合问题 reinforcement learning policy learning offline RL
3 Handling Cost and Constraints with Off-Policy Deep Reinforcement Learning 提出新型离策略深度强化学习方法以解决混合奖励问题 reinforcement learning deep reinforcement learning policy learning
4 Optimizing ZX-Diagrams with Deep Reinforcement Learning 将深度强化学习应用于ZX图优化问题 reinforcement learning deep reinforcement learning
5 Uncertainty in Graph Contrastive Learning with Bayesian Neural Networks 提出变分贝叶斯神经网络以提升图对比学习的不确定性估计 contrastive learning
6 Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information 提出一种生成模型以增强喷流生成的多样性与准确性 flow matching
7 Pre-registration for Predictive Modeling 提出预注册以解决预测建模中的可重复性问题 predictive model
8 HOT: Higher-Order Dynamic Graph Representation Learning with Efficient Transformers 提出HOT模型以解决动态图表示学习中的链接预测问题 representation learning
9 Anomaly Detection via Learning-Based Sequential Controlled Sensing 提出基于学习的顺序控制感知方法以解决异常检测问题 reinforcement learning deep reinforcement learning
10 Learning for Semantic Knowledge Base-Guided Online Feature Transmission in Dynamic Channels 提出在线优化框架以解决动态信道下的特征传输问题 reinforcement learning deep reinforcement learning

🔬 支柱九：具身大模型 (Embodied Foundation Models) (5 篇)

#题目一句话要点标签🔗⭐
11 Towards A Foundation Model For Trajectory Intelligence 提出基于真实用户签到数据的轨迹智能基础模型 foundation model
12 Multimodal Foundation Models for Material Property Prediction and Discovery 提出多模态学习框架以提升材料属性预测与发现 foundation model multimodal
13 Large Language Models for Travel Behavior Prediction 利用大型语言模型预测旅行行为以提升交通需求管理 large language model
14 Categorical Traffic Transformer: Interpretable and Diverse Behavior Prediction with Tokenized Latent 提出分类交通变换器以解决交通行为预测问题 large language model multimodal
15 Textual-Knowledge-Guided Numerical Feature Discovery Method for Power Demand Forecasting 提出文本知识引导的数值特征发现方法以解决电力需求预测问题 multimodal

🔬 支柱八：物理动画 (Physics-based Animation) (2 篇)

#题目一句话要点标签🔗⭐
16 Low latency optical-based mode tracking with machine learning deployed on FPGAs on a tokamak 基于光学的低延迟模式跟踪方法在FPGA上的应用 PULSE
17 Learning Radio Environments by Differentiable Ray Tracing 提出基于可微光线追踪的无线电环境学习方法 PULSE

🔬 支柱一：机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗⭐
18 Optimal Attack and Defense for Reinforcement Learning 提出对抗性强化学习的最优攻击与防御策略 manipulation reinforcement learning

🔬 支柱四：生成式动作 (Generative Motion) (1 篇)

#题目一句话要点标签🔗⭐
19 Tree-based Forecasting of Day-ahead Solar Power Generation from Granular Meteorological Features 基于树模型的日间光伏发电预测方法 penetration

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