2026.07.21 | 时间定位与高效剪枝；两篇论文提升模型精准度与效率

【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：[00:31] ⏱ TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs（TimeLens2：基于多模态大语言模型的通用视频时间定位）[01:14] ✂ SWE-Pruner Pro: The Coder LLM Already Knows What to Prune（SWE-Pruner Pro：编码器大语言模型已知道该剪枝什么）[02:05] 🌍 EvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary World（演化世界：面向交互式文学世界中角色与世界观协同演化的开放模式框架）[03:08] 🔍 DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment（DeepSearch-World：可验证环境中深度搜索代理的自我蒸馏）[04:06] 🎬 HOMIE: Human-object Centric Video Personalization via Multimodal Intelligent Enchancement（HOMIE：通过多模态智能增强实现以人-物为中心的视频个性化）[04:59] 🤖 RynnBrain 1.1: Towards More Capable and Generalizable Embodied Foundation Model（RynnBrain 1.1：迈向更强大和更通用的具身基础模型）[05:51] 🍎 Apple-$π$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence（苹果-π：面向法律约束的物理智能，以视频为基准测试思维过程）[06:49] 🎯 Group Entropy-Controlled Policy Optimization（群体熵控制策略优化）[07:52] 🧠 ReflectWorld-MM: An Entity-Oriented Multimodal Memory System for Open-Ended Video Streams（反射世界-多模态：面向开放视频流的实体导向多模态记忆系统）[09:03] 🌍 GigaAM Multilingual: Foundation Model for Underrepresented Languages（GigaAM多语言模型：面向低资源语言的基座模型）[09:51] ⏱ GigaChat Audio: Time-aware Large Audio Language Model（GigaChat音频：时间感知的大规模音频语言模型）[10:50] 🤖 Environment-free Synthetic Data Generation for API-Calling Agents（面向API调用智能体的无环境合成数据生成）[11:42] 🎬 FlowMimic: Mask-free Visual Editing and Generation with Pixel-pair Warped Flow Field for Online Video Editing Data Generation and Modality Mimicry（FlowMimic: 基于像素对扭曲流场的无掩码视觉编辑与生成——用于在线视频编辑数据生成与模态模仿）[12:30] 🧊 DiffGI: Differentiable Geometry Images for High-Fidelity Thin-Shell 3D Generation（DiffGI：面向高保真薄壳三维生成的可微几何图像）[13:20] 🎓 LLM-as-a-Coach: Experiential Learning for Non-Verifiable Tasks（LLM作为教练：非可验证任务的体验式学习）【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