2026.08.19 | 进化策略微调省显存；技能应用有双刃剑

【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：[00:34] 🧬 Agentic ESOpt: Fine-Tuning Long-Horizon LLM Agents with Minimal GPU Requirements（Agentic ESOpt：以极低GPU需求微调长程LLM智能体）[01:46] 🧩 Demystifying Agent Skills: Why They Work-Until They Don't（揭秘智能体技能：它们为何有效——直到失效）[02:35] 🔬 ASI-Bench: At the Dawn of Artificial Superintelligence（ASI-Bench：人工超级智能的黎明）[03:26] 💻 FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution（FreeToken：高效的边缘原生MoE服务与带宽自适应执行）[04:20] 🧭 Embodied-Navigator: Point, Think, Memorize, and Align for Efficient Navigation（具身导航器：指向、思考、记忆与对齐实现高效导航）[05:22] 🎬 AVA-Encoder: Towards Agent-Native Video Representation Learning（AVA-编码器：迈向智能体原生的视频表示学习）[06:12] 🖼 EDITBRIDGE: Towards Faithful and Efficient Ultra-High-Resolution Image Editing（EDITBRIDGE：迈向忠实且高效的超高分辨率图像编辑）[07:13] ⚡ Agent Lightning v1.0: Towards Harnessed Agentic RL（Agent Lightning v1.0：迈向框架化的智能体强化学习）[08:12] 🎥 V-RAE: Rethinking Video Latent Spaces for Generation（V-RAE：重新思考用于生成的视频潜空间）[09:17] 🎬 CoinVE-200K: A Large-Scale High-Quality Dataset for Compositional Instruction-Guided Video Editing（CoinVE-200K：面向组合式指令引导视频编辑的大规模高质量数据集）[10:17] 🛡 DiSCO: Defending text-to-image generation through distribution-guided contrastive prompt optimization（DiSCO：通过分布引导的对比提示优化防御文本到图像生成）[11:22] 🧠 Harness the Memory: A Holistic Evaluation of Memory Substrates in Memory Agents（驾驭记忆：对记忆智能体中记忆底层介质的整体评估）[12:32] 🎨 From Corpora to Co-Evolving Capabilities: Capability-Centric Data Design for Generalist Image Generation（从语料到协同演进的能力：以能力为中心的通用图像生成数据设计）[13:31] 📊 StartupBench: Benchmarking General-Purpose Agents on Market-Validated End-to-End Workflows（StartupBench：对通用智能体在市场验证的端到端工作流上的基准测评）[14:34] ⚡ Energy-Guided Flow Matching（能量引导的流匹配）【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