cs.AI（2024-10-28）

📊 共 26 篇论文 | 🔗 2 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (19 🔗2) 支柱二：RL算法与架构 (RL & Architecture) (6) 支柱三：空间感知与语义 (Perception & Semantics) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (19 篇)

#题目一句话要点标签🔗⭐
1 Can Large Language Models Replace Data Scientists in Biomedical Research? 构建生物医学数据科学基准，探索LLM替代数据科学家的潜力 large language model chain-of-thought
2 Large Language Model-assisted Speech and Pointing Benefits Multiple 3D Object Selection in Virtual Reality 提出AssistVR，利用大语言模型辅助VR中多目标3D物体选择 large language model multimodal
3 CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models CTINexus：利用大语言模型自动构建网络威胁情报知识图谱 large language model
4 Moral Agency in Silico: Exploring Free Will in Large Language Models 探索大语言模型中的自由意志：一种基于信息论和兼容论的道德代理框架 large language model
5 Device-Directed Speech Detection for Follow-up Conversations Using Large Language Models 利用大语言模型，提升虚拟助手后续对话中设备指向语音检测的准确性 large language model
6 Large Language Models for Manufacturing 探索大语言模型在制造业的应用，提升效率与创新能力 large language model
7 Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments 利用大语言模型进行以人为本的反事实解释评估 large language model
8 Deep Insights into Automated Optimization with Large Language Models and Evolutionary Algorithms 提出LLM-EA自动化优化范式，提升复杂问题求解效率与创造性 large language model
9 Exploring Capabilities of Time Series Foundation Models in Building Analytics 利用时间序列基础模型提升建筑能源分析能力 foundation model
10 Embedding with Large Language Models for Classification of HIPAA Safeguard Compliance Rules 利用大型语言模型嵌入进行HIPAA安全保障合规规则分类 large language model
11 MAMMAL -- Molecular Aligned Multi-Modal Architecture and Language MAMMAL：分子对齐多模态架构与语言模型，用于生物学多任务学习。 large language model foundation model ✅
12 From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap 针对生产环境FMware，提出核心挑战与技术路线图，助力演示系统向可扩展方案转型。 large language model foundation model
13 Document Parsing Unveiled: Techniques, Challenges, and Prospects for Structured Information Extraction 综述文档解析技术，探讨结构化信息提取的挑战与前景。 large language model
14 Systematically Analyzing Prompt Injection Vulnerabilities in Diverse LLM Architectures 系统分析不同LLM架构中Prompt注入漏洞，揭示模型参数与脆弱性的关联。 large language model
15 Zero-Shot Dense Retrieval with Embeddings from Relevance Feedback 提出ReDE-RF，利用相关性反馈提升零样本稠密检索性能并降低延迟 large language model
16 Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce 提出一种基于图像的分层知识图谱构建方法，用于可扩展的电商应用。 large language model
17 Hacking Back the AI-Hacker: Prompt Injection as a Defense Against LLM-driven Cyberattacks Mantis：利用提示注入防御LLM驱动的网络攻击 large language model ✅
18 Reliable Decision Making via Calibration Oriented Retrieval Augmented Generation 提出CalibRAG，通过校准检索增强生成提升LLM决策可靠性 large language model
19 Do LLM Personas Dream of Bull Markets? Comparing Human and AI Investment Strategies Through the Lens of the Five-Factor Model 利用大语言模型模拟人格特质，探索其在投资决策中的行为模式与人类的异同 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (6 篇)

#题目一句话要点标签🔗⭐
20 FACTS: A Factored State-Space Framework For World Modelling 提出FACTS模型，通过分解状态空间实现高效的时空世界建模。 world model Mamba
21 FairStream: Fair Multimedia Streaming Benchmark for Reinforcement Learning Agents 提出FairStream以解决多媒体流公平性问题 reinforcement learning PPO
22 Deploying Ten Thousand Robots: Scalable Imitation Learning for Lifelong Multi-Agent Path Finding 提出SILLM，用于大规模终身多智能体路径规划，性能超越现有方法。 imitation learning
23 Exploring reinforcement learning for incident response in autonomous military vehicles 提出基于强化学习的自主网络防御方法，用于无人军用车辆的事件响应。 reinforcement learning
24 AutoGLM: Autonomous Foundation Agents for GUIs AutoGLM：用于GUI自主控制的通用智能体 reinforcement learning foundation model
25 Knowledge Distillation for Real-Time Classification of Early Media in Voice Communications 提出基于梯度提升树和知识蒸馏的早期媒体实时分类方法，提升语音通信效率。 distillation

🔬 支柱三：空间感知与语义 (Perception & Semantics) (1 篇)

#题目一句话要点标签🔗⭐
26 Geo-FuB: A Method for Constructing an Operator-Function Knowledge Base for Geospatial Code Generation Tasks Using Large Language Models 提出Geo-FuB框架，构建地理空间代码生成任务的算子-函数知识库，提升LLM代码生成精度。 semantic mapping semantic map spatiotemporal

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