cs.AI(2025-05-05)

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支柱九:具身大模型 (Embodied Foundation Models) (16 🔗1) 支柱二:RL算法与架构 (RL & Architecture) (1) 支柱一:机器人控制 (Robot Control) (1)

🔬 支柱九:具身大模型 (Embodied Foundation Models) (16 篇)

#题目一句话要点标签🔗
1 FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models FormalMATH:构建大规模形式化数学推理基准,揭示LLM在数学证明中的局限性。 large language model chain-of-thought
2 Voila: Voice-Language Foundation Models for Real-Time Autonomous Interaction and Voice Role-Play Voila:用于实时自主交互和语音角色扮演的语音-语言基础模型 large language model foundation model
3 Beyond the model: Key differentiators in large language models and multi-agent services 大型语言模型竞争焦点转向生态优化,关注数据、效率与评估 large language model foundation model
4 Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks 提出基于LMM的车辆网络任务型语义通信框架,提升恶劣信道下的问答精度。 large language model multimodal
5 From Spaceborne to Airborne: SAR Image Synthesis Using Foundation Models for Multi-Scale Adaptation 利用空间条件扩散模型,实现星载SAR图像到机载SAR图像的多尺度合成。 foundation model
6 Advancing Email Spam Detection: Leveraging Zero-Shot Learning and Large Language Models 利用零样本学习和大型语言模型改进电子邮件垃圾邮件检测 large language model
7 The Multimodal Paradox: How Added and Missing Modalities Shape Bias and Performance in Multimodal AI 多模态悖论:模态增减如何影响多模态AI的偏差与性能 multimodal
8 Large Language Model Partitioning for Low-Latency Inference at the Edge 提出资源感知的LLM Transformer头划分算法,降低边缘设备推理延迟。 large language model
9 Recursive Decomposition with Dependencies for Generic Divide-and-Conquer Reasoning 提出RDD:一种通用的、可扩展的依赖递归分解推理方法 large language model chain-of-thought
10 Evaluating the Impact of AI-Powered Audiovisual Personalization on Learner Emotion, Focus, and Learning Outcomes 提出AI驱动的个性化视听学习系统,提升学习者专注力、情绪调节和学习效果 large language model multimodal
11 LISAT: Language-Instructed Segmentation Assistant for Satellite Imagery LISAt:面向卫星图像的语言指令分割助手,提升复杂场景理解能力。 foundation model multimodal
12 Incentivizing Inclusive Contributions in Model Sharing Markets 提出iPFL,激励数据持有者在模型共享市场中进行包容性贡献,解决去中心化私有数据利用问题。 large language model instruction following
13 Perspective-Aware AI in Extended Reality 提出PAiR框架,将视角感知AI融入XR,实现基于用户身份的可解释、情境感知体验。 multimodal
14 BLAB: Brutally Long Audio Bench 提出BLAB:一个面向长音频理解的极具挑战性的评测基准 multimodal
15 Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study 大规模实证研究揭示公共LLM部署中的安全漏洞与风险 large language model
16 HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking 提出HyperTree Planning,通过层级思考增强LLM在复杂规划任务中的推理能力 large language model

🔬 支柱二:RL算法与架构 (RL & Architecture) (1 篇)

#题目一句话要点标签🔗
17 AKD : Adversarial Knowledge Distillation For Large Language Models Alignment on Coding tasks 提出对抗知识蒸馏(AKD)方法,提升代码大模型在编程任务上的对齐效果。 distillation large language model

🔬 支柱一:机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗
18 Towards Machine Learning-based Model Predictive Control for HVAC Control in Multi-Context Buildings at Scale via Ensemble Learning 提出基于集成学习的机器学习模型预测控制方法,用于大规模多场景建筑暖通空调控制。 model predictive control reinforcement learning

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