2026.08.07 | 递归自蒸馏重塑智能体信用；开源裁判低成本评估操作

【赞助商】OpenClaw快报每天五分钟，听听 OpenClaw 快报，带你了解最新动态和业内讨论传送门 https://www.xiaoyuzhoufm.com/podcast/6a1732a2dffa135d0ab5ef43【目录】本期的 15 篇论文如下：[00:32] 🎯 AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning（AgentOPSD：面向智能体强化学习的递归自蒸馏）[01:35] 🤖 OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models（OSReward：为跨平台计算机使用奖励模型制定标准化评估）[02:24] 🌍 WorldClaw: Agentic 3D Open-World Generation at Scale（WorldClaw：大规模智能体式3D开放世界生成）[03:12] 🗺 GST-Bench: Can VLMs Develop Global Spatial Awareness from Video?（GST-Bench：视觉语言模型能否从视频中形成全局空间意识？）[04:17] 💭 EnvACE: Internalizing Environment Dynamics via World Rehearsal for Agentic Reinforcement Learning（EnvACE：通过世界预演将环境动态内化于智能体强化学习）[05:10] 🔍 Learning from Failures: Retrieval-Centric CoT via Hard Negatives for Unified Multimodal Retrieval（从失败中学习：基于硬负样本的检索中心思维链用于统一多模态检索）[06:08] ⏳ ChronoVision: Temporal Reasoning via Latent State Reconstruction（ChronoVision：通过潜在状态重建实现时序推理）[07:08] 🌐 From Economic Agents to Agentic Economies: A Systems Blueprint for Economic World Models（从经济主体到主体经济：经济世界模型的系统蓝图）[08:10] 🧮 On-Policy Delta Distillation for Multilingual Math Reasoning（面向多语言数学推理的同策略差值蒸馏）[08:59] ⚙ HarnessOpt-Bench: Evaluating LLMs at Harness Optimization（HarnessOpt-Bench：评估大语言模型在智能体运行框架优化上的表现）[09:43] 🇬 Teaching Nemotron Greek: Mining a Corpus, Adapting Retrieval, and Grounding Generation for Modern Greek across Specialist Domains（教Nemotron希腊语：面向专业领域的现代希腊语语料挖掘、检索适配与有据生成）[10:43] 🤖 DyPES-VLA: Learning Shared Dynamics Priors and Embodiment-Specific Control for Cross-Embodiment Manipulation（DyPES-VLA：学习共享动力学先验与具身特定控制以实现跨具身操作）[11:38] 🤖 World-to-Wrist: Task-Conditioned Future Wrist Modeling for Fine-Grained Robot Manipulation（世界到手腕：面向精细机器人操作的任务条件化未来手腕建模）[12:44] 📊 DataSpace: Benchmarking Data Agents for Verifiable Analytics over Heterogeneous Workspaces（DataSpace：面向异构工作空间的可验证分析数据代理基准测试）[13:44] 🪄 EffectLearner: World-Aware Object-Effect Reasoning for Real-World Video Object Removal（EffectLearner：面向真实世界视频目标移除的世界感知对象-效应推理）【关注我们】您还可以在以下平台找到我们，获得播客内容以外更多信息小红书: AI速递在小宇宙查看该单集文稿