2026.07.14 | 弱到强泛化提升大模型；双系统架构导航新突破

【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 14 篇论文如下：[00:32] 🧠 Weak-to-Strong Generalization via Direct On-Policy Distillation（弱到强泛化：通过直接在线策略蒸馏）[01:22] 🤖 ABot-N1: Toward a General Visual Language Navigation Foundation Model（ABot-N1：迈向通用视觉语言导航基础模型）[02:20] 🤖 ABot-AgentOS: A General Robotic Agent OS with Lifelong Multi-modal Memory（ABot-AgentOS：一种具有终身多模态记忆的通用机器人智能体操作系统）[03:21] 🕺 4D Human-Scene Reconstruction from Low-Overlap Captures（低重叠度捕获下的四维人体场景重建）[04:13] 🧠 LightMem-Ego: Your AI Memory for Everyday Life（轻量记忆自我：你的日常生活AI记忆）[05:15] 🧮 AdvancedMathBench: A Benchmark Suite for Advanced Mathematical Proof Generation and Verification（高级数学推理基准：面向高级数学证明生成与验证的基准套件）[06:11] 🧠 Metacognition in LLMs: Foundations, Progress, and Opportunities（大语言模型中的元认知：基础、进展与机遇）[07:03] 🤖 EgoSteer: A Full-Stack System Towards Steerable Dexterous Manipulation from Egocentric Videos（EgoSteer：面向从自我中心视频实现可操控灵巧操作的全栈系统）[07:55] 🧩 Proxy Exploration and Reusable Guidance: A Modular LLM Post-Training Paradigm via Proxy-Guided Update Signals（代理探索与可复用引导：一种通过代理引导更新信号实现的模块化大语言模型后训练范式）[08:55] 🧠 NeuroCogMap Reveals Cognitive Organization of Large Language Models（神经认知图谱揭示大型语言模型的认知组织）[09:52] 🎬 Motion4Motion: Motion Transfer Across Subjects at Inference（Motion4Motion：推理时跨主体的运动迁移）[10:58] 👗 CtrlVTON: Controllable Virtual Try-On via Visual-Instance-Prompt Segmentation（CtrlVTON：通过视觉实例提示分割实现可控虚拟试穿）[11:54] 🎭 Latent-Identity Tuning in Text-to-Image Personalization Models（文本到图像个性化模型中的潜在身份调优）[12:52] 🧊 LATO.2: Factorized 3D Mesh Generation with Vertex and Topology Flow（LATO.2：基于顶点与拓扑流的分解式3D网格生成）【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