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【周末特辑】6月第3周最火AI论文 | ALE测试揭示AI智能体真实能力，通过率仅26.2%
【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 5 篇论文如下：[00:43] TOP1(🔥463) | 🌍 ABot-Earth 0.5: Generative 3D Earth…
2026.06.12 | EvoArena追踪记忆演化，测试AI洞悉偏好变化
【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] 🧠 EvoArena: Tracking Memory Evolution for Robust LLM Agents…
2026.06.11 | 流形幂迭代优化路由器；假设树精炼驱动自主研究
【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] 🔀 Redesign Mixture-of-Experts Routers with Manifold Power…
2026.06.10 | 快手可灵长视频理解新突破；ABot-Earth三维生成仅需十分钟
【目录】本期的 15 篇论文如下：[00:32] 🎥 Kwai Keye-VL-2.0 Technical Report（快手可灵-VL-2.0技术报告）[01:24] 🌍 ABot-Earth 0.5: Generative 3D Earth Model（ABot-Earth 0.5：生成式三维地球模型）[02:13] 🤖 Role-Agent: Bootstrapping LLM…
2026.06.09 | 代码探索短板凸显；策略内蒸馏几何特性揭示
【目录】本期的 15 篇论文如下：[00:32] 🔍 SWE-Explore: Benchmarking How Coding Agents Explore Repositories（SWE-Explore：基准测试编码代理如何探索代码仓库）[01:34] 🔍 On the Geometry of On-Policy Distillation（论策略内蒸馏的几何特性）[02:26] 🧠…
2026.06.08 | 解嵌入矩阵是隐式特征透镜；EmbedFilter线性过滤提升文本嵌入效果。
【目录】本期的 15 篇论文如下：[00:33] 🔍 Your UnEmbedding Matrix is Secretly a Feature Lens for Text Embeddings（你的解嵌入矩阵实际上是文本嵌入的隐式特征透镜）[01:25] 🤝 SoCRATES: Towards Reliable Automated Evaluation of Proactive LLM…
【周末特辑】6月第2周最火AI论文 | 多智能体协同生成可编辑科学图形；PEFT实现万亿参数模型百万个性化
【目录】本期的 5 篇论文如下：[00:50] TOP1(🔥190) | 🎨 Crafter: A Multi-Agent Harness for Editable Scientific Figure Generation from Diverse Inputs（Crafter：一种用于从多样化输入生成可编辑科学图形的多智能体框架）[03:13] TOP2(🔥175) | 🧩 On the…
2026.06.05 | ArcANE框架量化角色弧线；TIDE模型实现主动洞察
【目录】本期的 15 篇论文如下：[00:31] 🎭 ArcANE: Do Role-Playing Language Agents Stay in Character at the Right Time?（ArcANE：角色扮演语言代理在正确时刻保持角色一致性吗？）[01:26] 🔍 TIDE: Proactive Multi-Problem Discovery via…
2026.06.04 | 全模态统一框架；音频实时主动交互
【目录】本期的 15 篇论文如下：[00:31] 🌌 Cosmos 3: Omnimodal World Models for Physical AI（宇宙3：面向物理AI的全模态世界模型）[01:36] 🎧 Audio Interaction Model（音频交互模型）[02:31] 🔍 Where Do Deep-Research Agents Go Wrong? Span-Level…
2026.06.03 | 信任区域教小模型；人形GPT追踪动作
【目录】本期的 15 篇论文如下：[00:31] 🎯 Trust Region On-Policy Distillation（信任区域同策略蒸馏）[01:17] 🤖 Humanoid-GPT: Scaling Data and Structure for Zero-Shot Motion Tracking（人形GPT：扩展数据与结构实现零样本运动追踪）[02:07] 🧠 A Local…
2026.06.02 | 多智能体框架生成可编辑图表；参数高效微调支撑百万个性化模型
【目录】本期的 15 篇论文如下：[00:33] 🎨 Crafter: A Multi-Agent Harness for Editable Scientific Figure Generation from Diverse Inputs（Crafter：一种用于从多样化输入生成可编辑科学图形的多智能体框架）[01:39] 🧩 On the Scaling of PEFT: Towards…
2026.06.01 | 知识蒸馏炼技能；表示强制破瓶颈
【目录】本期的 15 篇论文如下：[00:30] 🧠 COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation（COLLEAGUE.SKILL：通过专家知识蒸馏实现自动化AI技能生成）[01:17] 🧠 Representation Forcing for Bottleneck-Free…
【月末特辑】5月最火AI论文 | 多智能体世界建模；开源机器人VLA模型
【目录】本期的 10 篇论文如下：[00:45] TOP1(🔥407) | 🌍 Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players（Gamma-World：超越双玩家的生成式多智能体世界建模）[03:09] TOP2(🔥347) | 🤖 MolmoAct2: Action Reasoning Models…
【周末特辑】5月第5周最火AI论文 | γ-World：多智能体世界建模新框架；SkillOpt：智能体技能优化新策略
【目录】本期的 5 篇论文如下：[00:41] TOP1(🔥357) | 🌍 Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players（Gamma-World：超越双玩家的生成式多智能体世界建模）[02:49] TOP2(🔥204) | 🧠 SkillOpt: Executive Strategy for…
2026.05.29 | AgentDoG 1.5实现毫秒级安全防护；Qwen-VLA统一跨任务动作建模。
【目录】本期的 14 篇论文如下：[00:25] 🛡 AgentDoG 1.5: A Lightweight and Scalable Alignment Framework for AI Agent Safety and Security（AgentDoG 1.5：一种轻量级且可扩展的AI代理安全与安保对齐框架）[01:06] 🤖 Qwen-VLA: Unifying…
2026.05.28 | ProRL主动引导推荐；γ-World实现多智能体零样本泛化
【目录】本期的 15 篇论文如下：[00:24] 🎯 ProRL: Effective Reinforcement Learning for Proactive Recommendation via Rectified Policy Gradient Estimation（ProRL：通过修正策略梯度估计实现主动推荐的有效强化学习）[01:27] 🌍 Gamma-World:…
2026.05.27 | 并行框解码提速十倍；空间评测揭示模型短板
【目录】本期的 15 篇论文如下：[00:24] 🎯 LocateAnything: Fast and High-Quality Vision-Language Grounding with Parallel Box Decoding（LocateAnything：基于并行框解码的快速高质量视觉-语言定位）[01:13] 🧩 SpatialBench: Is Your Spatial…
2026.05.26 | DVAO动态平衡多目标；WBench填补交互评估空白
【目录】本期的 15 篇论文如下：[00:25] 🎯 DVAO: Dynamic Variance-adaptive Advantage Optimization for Multi-reward Reinforcement Learning（DVAO：面向多奖励强化学习的动态方差自适应优势优化）[01:15] 🎬 WBench: A Comprehensive Multi-turn…
2026.05.25 | SkillOpt实现技能自进化；Lens提升文生图训练效率
【目录】本期的 15 篇论文如下：[00:25] 🧠 SkillOpt: Executive Strategy for Self-Evolving Agent Skills（SkillOpt：面向自进化智能体技能的执行策略）[01:16] 🔍 Lens: Rethinking Training Efficiency for Foundational Text-to-Image…
【周末特辑】5月第4周最火AI论文 | CiteVQA揭示归因幻觉；代码成为智能体框架
【目录】本期的 5 篇论文如下：[00:40] TOP1(🔥263) | 🔍 CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence（CiteVQA：为可信文档智能建立证据归因基准）[03:21] TOP2(🔥199) | 🤖 Code as Agent…
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