cs.LG(2025-04-05)

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支柱九:具身大模型 (Embodied Foundation Models) (6) 支柱二:RL算法与架构 (RL & Architecture) (3 🔗1) 支柱八:物理动画 (Physics-based Animation) (1)

🔬 支柱九:具身大模型 (Embodied Foundation Models) (6 篇)

#题目一句话要点标签🔗
1 Improving Early Prediction of Type 2 Diabetes Mellitus with ECG-DiaNet: A Multimodal Neural Network Leveraging Electrocardiogram and Clinical Risk Factors 提出ECG-DiaNet以提升2型糖尿病早期预测准确性 multimodal
2 TrafficLLM: Enhancing Large Language Models for Network Traffic Analysis with Generic Traffic Representation TrafficLLM:通过通用流量表示增强大型语言模型用于网络流量分析 large language model
3 Foundation Models for Time Series: A Survey 综述Transformer时间序列基础模型,提出新颖分类法并分析未来研究方向。 foundation model
4 AttackLLM: LLM-based Attack Pattern Generation for an Industrial Control System 提出AttackLLM,利用LLM生成工控系统攻击模式,提升异常检测鲁棒性。 large language model
5 SpecPipe: Accelerating Pipeline Parallelism-based LLM Inference with Speculative Decoding SpecPipe:利用推测解码加速基于流水线并行的LLM推理 large language model
6 How Relevance Emerges: Interpreting LoRA Fine-Tuning in Reranking LLMs 探索LoRA微调在LLM重排序中的作用机制,揭示相关性信号的学习与应用方式 large language model

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

#题目一句话要点标签🔗
7 MInCo: Mitigating Information Conflicts in Distracted Visual Model-based Reinforcement Learning MInCo:缓解视觉模型强化学习中信息冲突,提升抗干扰能力 reinforcement learning latent dynamics representation learning
8 OrbitZoo: Real Orbital Systems Challenges for Reinforcement Learning OrbitZoo:基于高保真轨道环境的强化学习挑战平台,解决空间资源优化问题 reinforcement learning
9 Impact of Price Inflation on Algorithmic Collusion Through Reinforcement Learning Agents 研究表明:通货膨胀通过强化学习算法加剧价格合谋 reinforcement learning

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

#题目一句话要点标签🔗
10 Foundation Models for Environmental Science: A Survey of Emerging Frontiers 综述性论文:环境科学中的Foundation Model,探索新兴前沿应用 spatiotemporal foundation model

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