cs.AI（2025-09-04）

📊 共 18 篇论文 | 🔗 3 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (11 🔗2) 支柱二：RL算法与架构 (RL & Architecture) (6 🔗1) 支柱一：机器人控制 (Robot Control) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (11 篇)

#题目一句话要点标签🔗⭐
1 Schema Inference for Tabular Data Repositories Using Large Language Models 提出SI-LLM，利用大语言模型为表格数据仓库推断模式 large language model ✅
2 RepoDebug: Repository-Level Multi-Task and Multi-Language Debugging Evaluation of Large Language Models RepoDebug：提出用于评估LLM仓库级多任务多语言调试能力的基准数据集 large language model
3 NeuroBreak: Unveil Internal Jailbreak Mechanisms in Large Language Models NeuroBreak：揭示大型语言模型内部的越狱机制，助力防御策略升级。 large language model
4 Towards Personalized Explanations for Health Simulations: A Mixed-Methods Framework for Stakeholder-Centric Summarization 提出一种混合方法框架，为健康模拟提供个性化解释，以利益相关者为中心进行总结。 large language model
5 Psychologically Enhanced AI Agents 提出MBTI-in-Thoughts框架，通过心理学人格塑造提升LLM Agent效能 large language model
6 Enhancing Technical Documents Retrieval for RAG Technical-Embeddings框架提升RAG在技术文档检索中的语义理解能力 large language model
7 Characterizing Fitness Landscape Structures in Prompt Engineering 通过自相关分析刻画Prompt工程中的适应度景观结构 large language model
8 Intermediate Languages Matter: Formal Languages and LLMs affect Neurosymbolic Reasoning 揭示中间语言对神经符号推理的影响，强调形式语言选择的重要性 large language model
9 NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings 提出NER Retriever，利用类型感知嵌入实现零样本命名实体检索。 large language model ✅
10 AutoPBO: LLM-powered Optimization for Local Search PBO Solvers AutoPBO：利用LLM优化局部搜索PBO求解器，提升求解性能 large language model
11 Emergent Social Dynamics of LLM Agents in the El Farol Bar Problem 利用LLM Agent在El Farol酒吧问题中探索涌现的社会动态 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🔗⭐
12 CoT-Space: A Theoretical Framework for Internal Slow-Thinking via Reinforcement Learning 提出CoT-Space框架，用强化学习提升LLM的链式思考推理能力 reinforcement learning large language model chain-of-thought ✅
13 World Model Implanting for Test-time Adaptation of Embodied Agents 提出WorMI框架，通过世界模型植入实现具身智能体测试时自适应 world model embodied AI large language model
14 The Physical Basis of Prediction: World Model Formation in Neural Organoids via an LLM-Generated Curriculum 利用LLM生成课程，在神经类器官中构建世界模型的物理基础研究 reinforcement learning world model large language model
15 Meta-Policy Reflexion: Reusable Reflective Memory and Rule Admissibility for Resource-Efficient LLM Agent 提出Meta-Policy Reflexion，提升LLM Agent在资源受限环境下的跨任务适应性。 reinforcement learning large language model multimodal
16 Decoupled Entity Representation Learning for Pinterest Ads Ranking 提出解耦实体表示学习框架，提升Pinterest广告排序效果 representation learning
17 Hybrid Reinforcement Learning and Search for Flight Trajectory Planning 结合强化学习与搜索算法，加速飞行轨迹规划，提升紧急情况下的航线重算速度。 reinforcement learning

🔬 支柱一：机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗⭐
18 EvoEmo: Towards Evolved Emotional Policies for Adversarial LLM Agents in Multi-Turn Price Negotiation EvoEmo：面向多轮价格谈判中对抗性LLM智能体的演化情感策略 manipulation reinforcement learning large language model

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