cs.AI(2024-02-14)

📊 共 23 篇论文 | 🔗 2 篇有代码

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支柱九:具身大模型 (Embodied Foundation Models) (17 🔗1) 支柱二:RL算法与架构 (RL & Architecture) (5 🔗1) 支柱一:机器人控制 (Robot Control) (1)

🔬 支柱九:具身大模型 (Embodied Foundation Models) (17 篇)

#题目一句话要点标签🔗
1 Large Language Model with Graph Convolution for Recommendation 提出图卷积大语言模型以解决推荐系统中的文本信息质量问题 large language model
2 Exploring the Adversarial Capabilities of Large Language Models 探讨大型语言模型的对抗能力以应对安全挑战 large language model
3 Emerging Opportunities of Using Large Language Models for Translation Between Drug Molecules and Indications 提出药物分子与适应症之间的翻译任务以促进药物发现 large language model
4 Advancing Building Energy Modeling with Large Language Models: Exploration and Case Studies 将大型语言模型应用于建筑能耗建模以提升效率 large language model
5 LlaSMol: Advancing Large Language Models for Chemistry with a Large-Scale, Comprehensive, High-Quality Instruction Tuning Dataset 提出SMolInstruct以提升大语言模型在化学任务中的表现 large language model
6 LLMAuditor: A Framework for Auditing Large Language Models Using Human-in-the-Loop 提出LLMAuditor框架以解决大语言模型审计问题 large language model
7 AuditLLM: A Tool for Auditing Large Language Models Using Multiprobe Approach 提出AuditLLM工具以审计大型语言模型的性能 large language model
8 Into the Unknown: Self-Learning Large Language Models 提出自学习大型语言模型框架以解决知识获取问题 large language model
9 Using Counterfactual Tasks to Evaluate the Generality of Analogical Reasoning in Large Language Models 通过反事实任务评估大语言模型的类比推理通用性 large language model
10 Premise Order Matters in Reasoning with Large Language Models 研究表明前提顺序对大语言模型推理性能的重要性 large language model
11 MUSTARD: Mastering Uniform Synthesis of Theorem and Proof Data 提出MUSTARD框架以高效生成定理与证明数据 large language model chain-of-thought
12 LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations 提出图边信息增强LLM以优化推荐系统 large language model
13 HGOT: Hierarchical Graph of Thoughts for Retrieval-Augmented In-Context Learning in Factuality Evaluation 提出HGOT以解决大语言模型的事实性评估问题 large language model
14 Role-Playing Simulation Games using ChatGPT 利用ChatGPT提升角色扮演模拟游戏的教学效果 large language model
15 Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models 提出神经元多重分形分析以探究大模型的内在动态 large language model
16 AgentLens: Visual Analysis for Agent Behaviors in LLM-based Autonomous Systems 提出AgentLens以解决LLM基础自主系统行为分析问题 large language model
17 GrounDial: Human-norm Grounded Safe Dialog Response Generation 提出GrounDial以解决对话生成中的安全性问题 large language model

🔬 支柱二:RL算法与架构 (RL & Architecture) (5 篇)

#题目一句话要点标签🔗
18 FGeo-DRL: Deductive Reasoning for Geometric Problems through Deep Reinforcement Learning 提出FGeo-DRL以解决几何问题的自动推理挑战 reinforcement learning deep reinforcement learning DRL
19 LL-GABR: Energy Efficient Live Video Streaming Using Reinforcement Learning 提出LL-GABR以解决移动设备视频流能耗与感知质量问题 reinforcement learning deep reinforcement learning
20 Discovering Command and Control (C2) Channels on Tor and Public Networks Using Reinforcement Learning 提出基于强化学习的方法以自动发现C2通道 reinforcement learning
21 Statistical and Machine Learning Models for Predicting Fire and Other Emergency Events 提出统计与机器学习模型以预测城市紧急事件 predictive model spatiotemporal
22 Integrating ChatGPT into Secure Hospital Networks: A Case Study on Improving Radiology Report Analysis 提出基于ChatGPT的安全医院网络以改善放射科报告分析 contrastive learning distillation

🔬 支柱一:机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗
23 Large Language Model-Based Interpretable Machine Learning Control in Building Energy Systems 提出可解释机器学习控制框架以提升HVAC系统的可信度 model predictive control large language model

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