2026.08.19 | 进化策略微调省显存;技能应用有双刃剑

2026.08.19 | 进化策略微调省显存;技能应用有双刃剑

16分钟 ·
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【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)

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