2026.08.06 | 回溯答案训练搜索智能体；统一工具实现图像生成

【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] 🔍 ABSeeker: Training Long-Horizon Search Agents via Answer-Backtracked Credit Assignment（ABSeeker：通过答案回溯的信用分配训练长程搜索智能体）[01:25] 🎨 ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation（ToolArtist：面向智能体图像生成的工具使用统一多模态模型）[02:16] 🪞 The Personalization Mirage: How LLMs Fabricate User Profiles, and Why Self-Monitoring Misleads（个性化幻象：大语言模型如何捏造用户画像，以及自我监控为何具有误导性）[03:17] ⚛ Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes（迈向多模态预训练的物理机制：知识流动、模态协同、早期统一与配方）[04:20] 🤖 OneDayAgent: Towards a Long-Horizon Harness for Autonomous Agents（OneDayAgent：面向自主智能体的长周期任务执行框架）[05:14] 🧬 GDPevo: Evaluating Agent Self-Evolution on Real Business Tasks（GDPevo：在真实业务任务中评估智能体的自我进化）[06:05] 🎯 When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation（当教师误导：虚假信号感知的同策略蒸馏）[06:56] 🧩 Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning（迈向技能原生的大语言模型：用于长程推理评测与训练的技能熵）[08:02] 🧩 NOLLI: A Difficulty-Calibrated Puzzle Benchmark for Diagnosing the English-Korean Performance Gap（NOLLI：用于诊断英韩性能差距的难度校准谜题基准）[08:57] 🤖 Ego2Robot: Scalable Robot Data Synthesis from Egocentric Human Data（Ego2Robot：从第一人称人类数据中可扩展合成机器人数据）[09:54] 🎬 AVE-Compass: Towards Holistic Evaluation for Audio-Video Editing Abilities（AVE-Compass：面向音视频编辑能力的全面评估）[10:55] 🧠 When Memory Lies: An Empirical Study of Spatial Memory Staleness in VLM Agents（当记忆说谎：VLM智能体中空间记忆陈旧性的实证研究）[11:53] 🎯 Distill Where You Fail: Recovering Learning Signals of Negative RL-Groups from Adaptive Teacher Guidance（在失败处蒸馏：利用自适应教师指导恢复负强化学习组的学习信号）[12:49] 🧠 FocusMem: Factorizing Content, Readout, and Trust in Latent GUI Memory（FocusMem：分解潜在GUI记忆中的内容、读取与信任）[13:52] 👋 HelloWorld: Enabling Socially Interactive Characters in Video World Models（HelloWorld：在视频世界模型中实现社交互动角色）【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