数据来源：papers.cool/arxiv/cs.AI · 生成时间：2026/7/31 22:52:04
本报告聚合本周 arXiv cs.AI 的 Agent 相关论文，跨天去重后深度分析。
本周总览
本周去重后共 12 篇论文，覆盖 1 天数据。上周 57 篇，环比减少 45 篇。
研究方向分布
| 方向 | 本周 | 上周 | 变化 |
|---|---|---|---|
| 其他 | 5 | 7 | -2 |
| 规划推理 | 2 | 26 | -24 |
| 工程架构 | 2 | 9 | -7 |
| 评估基准 | 2 | 13 | -11 |
| 多智能体 | 2 | 5 | -3 |
| 安全对齐 | 1 | 6 | -5 |
应用场景分布
| 场景 | 论文数 | 占比 |
|---|---|---|
| 信息检索与问答 | 2 | 17% |
| 科学研究 | 1 | 8% |
| 代码开发 | 1 | 8% |
| 决策支持 | 1 | 8% |
| 企业自动化 | 1 | 8% |
核心论文解读
1. Large Language Model for Operations Research Formulation Selection in Multi-Warehouse Inventory Allocation
- arXiv: 2607.25956
- 方向: 其他
- 场景: 科学研究、信息检索与问答
- 关键词:
allocationselectorgrpoformulationinventoryexpertipowarehousemipsft
2. A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series
- arXiv: 2607.25947
- 方向: 规划推理 · 工程架构
- 场景: 信息检索与问答
- 关键词:
llmclinicalirregularseriesictsmultimodalansweringclinprismquestiontime
3. Penelope: Localized Latent Recurrence for Efficient Structured Reasoning
- arXiv: 2607.25915
- 方向: 规划推理
- 场景: 代码开发
- 关键词:
reasoningpenelopedecoderlatentstructuredcomputationcotrecurrentlocalizedserializing
4. Runtime Uncertainty Monitoring for LLM-Based Multi-Agent Systems Using Bayesian Networks
- arXiv: 2607.25877
- 方向: 多智能体 · 安全对齐
- 关键词:
actuarialuncertaintyagentbayesianruntimelogprobabilitiesmultillmsrisk
5. CoRT: Counterfactual Replay for Token-Level Rubric-Guided Policy Optimization
- arXiv: 2607.25659
- 方向: 工程架构
- 场景: 决策支持
- 关键词:
grpocortrubricresponsecredittokencounterfactuallevelcontrastsreward
6. OrchBench: Evaluating Multi-Agent Orchestration Plans in Isolation via Deterministic Simulation
- arXiv: 2607.25656
- 方向: 多智能体
- 场景: 企业自动化
- 关键词:
orchbenchorchestrationagentplansisolationsubtasksworkeragentsworkflowparallelism
7. Toward Standardized Cross-Vendor Agent Tool Trust Management in Autonomous Networks
- arXiv: 2607.25914
- 方向: 其他
- 关键词:
vendortrustmanagementstandardizednrmmnsnotificationscross3gppnotification
8. Interactive Reward Agent: GUI Task Evaluation via Environment-State Verification
- arXiv: 2607.25904
- 方向: 评估基准
- 关键词:
guiirataskrewardrewardbenchagentevaluationenvironmentinteractiveexecution
9. Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation
- arXiv: 2607.25891
- 方向: 评估基准
- 关键词:
messierverifieragentbenchmarkcorpusverifiersrankingscapabilityevaluationstandardized
10. Distributing Security Controls Through Harness Engineering
- arXiv: 2607.25890
- 方向: 其他
- 关键词:
harnesssecuritycontrolsagentsagentcommercialsandboxingagenticshardcoding
研究趋势
主导方向：其他（5 篇），较上周（7 篇）下降。
下降: 规划推理（26→2）、记忆系统（7→0）、多智能体（5→2）、评估基准（13→2）、工程架构（9→2）、安全对齐（6→1）、自我进化（7→0）、其他（7→5）
技术演进脉络
其他（5 篇）
- Large Language Model for Operations Research Formulation Selection in Multi-Warehouse Inventory Allocation
- Toward Standardized Cross-Vendor Agent Tool Trust Management in Autonomous Networks
- Distributing Security Controls Through Harness Engineering
- 及另外 2 篇
规划推理（2 篇）
- A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series
- Penelope: Localized Latent Recurrence for Efficient Structured Reasoning
工程架构（2 篇）
- A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series
- CoRT: Counterfactual Replay for Token-Level Rubric-Guided Policy Optimization
评估基准（2 篇）
- Interactive Reward Agent: GUI Task Evaluation via Environment-State Verification
- Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation
多智能体（2 篇）
- Runtime Uncertainty Monitoring for LLM-Based Multi-Agent Systems Using Bayesian Networks
- OrchBench: Evaluating Multi-Agent Orchestration Plans in Isolation via Deterministic Simulation
安全对齐（1 篇）
工程实践启示
- 工程架构方向 2 篇，关注系统设计与可扩展性。
- 多智能体方向 2 篇，协作模式从简单分工走向复杂协调。
- 安全方向 1 篇，Agent 安全从外部围栏走向内化机制。
下周关注
持续热点：其他（本周 5 篇，上周 7 篇）、规划推理（本周 2 篇，上周 26 篇）、工程架构（本周 2 篇，上周 9 篇）、评估基准（本周 2 篇，上周 13 篇）、多智能体（本周 2 篇，上周 5 篇）
附录：本周论文完整列表
去重后共 12 篇。
2026-07-29（12 篇）
- Large Language Model for Operations Research Formulation Selection in Multi-Warehouse Inventory Allocation — other
- A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series — planning, engineering
- Penelope: Localized Latent Recurrence for Efficient Structured Reasoning — planning
- Toward Standardized Cross-Vendor Agent Tool Trust Management in Autonomous Networks — other
- Interactive Reward Agent: GUI Task Evaluation via Environment-State Verification — evaluation
- Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation — evaluation
- Distributing Security Controls Through Harness Engineering — other
- Runtime Uncertainty Monitoring for LLM-Based Multi-Agent Systems Using Bayesian Networks — multi_agent, safety
- HiSkill: Empowering LLM Agents with Hierarchical Skill Graphs — other
- Speculate While You Reason: Teaching Agents to Predict Their Next Tool Call via Joint Agent-Speculator RL — other
- CoRT: Counterfactual Replay for Token-Level Rubric-Guided Policy Optimization — engineering
- OrchBench: Evaluating Multi-Agent Orchestration Plans in Isolation via Deterministic Simulation — multi_agent
本报告由 OpenClaw 自动生成，基于 agent-papers-research 每日数据聚合。