cs.AI(2025-05-19)

📊 共 24 篇论文 | 🔗 4 篇有代码

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支柱九:具身大模型 (Embodied Foundation Models) (15 🔗3) 支柱二:RL算法与架构 (RL & Architecture) (6 🔗1) 支柱一:机器人控制 (Robot Control) (2) 支柱八:物理动画 (Physics-based Animation) (1)

🔬 支柱九:具身大模型 (Embodied Foundation Models) (15 篇)

#题目一句话要点标签🔗
1 MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision 提出MM-PRM以解决多模态数学推理中的步骤监督不足问题 large language model multimodal
2 Aneumo: A Large-Scale Multimodal Aneurysm Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks 提出Aneumo数据集以解决脑动脉瘤风险评估问题 multimodal
3 Survey: Multi-Armed Bandits Meet Large Language Models 探讨多臂老虎机算法与大型语言模型的协同潜力 large language model
4 Advancing Software Quality: A Standards-Focused Review of LLM-Based Assurance Techniques 基于大语言模型的SQA技术提升软件质量保障 large language model multimodal
5 Causal Head Gating: A Framework for Interpreting Roles of Attention Heads in Transformers 提出因果头门控方法以解析变换器中注意力头的功能角色 large language model instruction following
6 Unified Cross-modal Translation of Score Images, Symbolic Music, and Performance Audio 提出统一跨模态翻译方法以解决音乐信息检索问题 multimodal
7 Ice Cream Doesn't Cause Drowning: Benchmarking LLMs Against Statistical Pitfalls in Causal Inference 提出CausalPitfalls基准以解决LLMs因果推断中的统计陷阱问题 large language model
8 Security Degradation in Iterative AI Code Generation -- A Systematic Analysis of the Paradox 分析迭代AI代码生成中的安全退化问题 large language model
9 Safety Alignment Can Be Not Superficial With Explicit Safety Signals 通过显式安全信号提升大语言模型的安全对齐能力 large language model
10 Measuring the Faithfulness of Thinking Drafts in Large Reasoning Models 提出系统性反事实干预框架以评估大型推理模型的思维草稿可信度 chain-of-thought
11 Language Models Are Capable of Metacognitive Monitoring and Control of Their Internal Activations 提出神经反馈范式以量化语言模型的元认知能力 large language model
12 CoT-Kinetics: A Theoretical Modeling Assessing LRM Reasoning Process 提出CoT-Kinetics以评估大规模推理模型的推理过程 large language model
13 AutoMathKG: The automated mathematical knowledge graph based on LLM and vector database 提出AutoMathKG以解决数学知识图谱构建的自动化问题 large language model
14 CompeteSMoE -- Statistically Guaranteed Mixture of Experts Training via Competition 提出CompeteSMoE以解决稀疏专家模型训练中的路由效率问题 large language model
15 LLM-KG-Bench 3.0: A Compass for SemanticTechnology Capabilities in the Ocean of LLMs 提出LLM-KG-Bench 3.0以评估大语言模型在知识图谱领域的能力 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🔗
16 Trust, But Verify: A Self-Verification Approach to Reinforcement Learning with Verifiable Rewards 提出RISE框架以解决强化学习中的自我验证问题 reinforcement learning large language model
17 Warm Up Before You Train: Unlocking General Reasoning in Resource-Constrained Settings 提出双阶段训练策略以解决数据稀缺下的推理能力问题 reinforcement learning distillation chain-of-thought
18 CoIn: Counting the Invisible Reasoning Tokens in Commercial Opaque LLM APIs 提出CoIn框架以解决商业LLM API中的隐性推理令牌计数问题 reinforcement learning large language model
19 Building spatial world models from sparse transitional episodic memories 提出Episodic Spatial World Model以解决稀疏记忆构建空间模型问题 world model
20 Exploiting Symbolic Heuristics for the Synthesis of Domain-Specific Temporal Planning Guidance using Reinforcement Learning 提出利用符号启发式优化时序规划指导的强化学习方法 reinforcement learning
21 QUADS: QUAntized Distillation Framework for Efficient Speech Language Understanding 提出QUADS框架以解决资源受限环境下的语音语言理解问题 distillation

🔬 支柱一:机器人控制 (Robot Control) (2 篇)

#题目一句话要点标签🔗
22 Large Language Models and Their Applications in Roadway Safety and Mobility Enhancement: A Comprehensive Review 综述大型语言模型在道路安全与出行提升中的应用 sim-to-real large language model foundation model
23 Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis 提出OSWorld-G基准与Jedi数据集以解决GUI基础的自然语言指令映射问题 manipulation foundation model

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

#题目一句话要点标签🔗
24 Direction-Aware Neural Acoustic Fields for Few-Shot Interpolation of Ambisonic Impulse Responses 提出方向感知神经声场以解决少量样本插值问题 PULSE

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