CulturalMenuBench: Probing the Knowledge-Application Gap in Multimodal Culinary Reasoning

arXiv:2609.…

• 03526v1 Announce Type: new Abstract: Multimodal language models achiev…
• To probe this distinction, we introduce CulturalMenuBench, a benchmark…
• Evaluating 12 models exposes a substantial knowledge-application gap: …

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文章频道 - 疑似机翻受害者+1：麦当劳

太狂了！“机翻受害者”名单又添一员大将：麦当劳，我的麦麦！网友@Ealing的加州记事本看到洛杉矶麦当劳的中文文案，发文吐槽：“每次路过都想让麦当劳别再用机翻了。中文广告要不咱找个人审核一下吧”广告牌长这样任何杯装 $1.…

• 太狂了评论区炸出一堆机翻受害者：“我的美国医生说你可以尽情打我”“1的99次方，确实太狂了”还有人以为这是讽刺，因为APP里只要0.
• 99这是真受害者这个命令界面真的太熟悉了哈哈哈哈饮水机上写“烫伤主义”，那很摇滚了？
• “炸鸡和喷泉饮料的组合”阿迪进城办事，以后也是经典永流传了目前不太清楚原文到底是that's crazy，还是so amazing，或者it…

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Must-See Booths at Frieze Seoul 2026

It’s clear skies ahead for Frieze Seoul 2026, even against the odds of shaky August rains.…

• The mega fair rolled back into its fifth edition at COEX through Septe…
• Since first landing in 2021, Frieze Seoul has grown into one of the es…
• And along with a record 133 galleries from 30 countries in attendance …

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What to Watch: Despite Conflict, Design Companies Remain Committed to the Middle East

Export data from March shows sharp decline in exports to countries and key markets targeted by Iranian missiles.

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The Scoop With Modesto Abreu: On Dressing Housewives and Other Bravolebs

This week’s guest is stylist to the (reality) stars, Modesto Abreu, whose roster of (past and present) clients includes Vicki Gunvalson, Meredith Marks, Madison LeCroy, Alexia Nepola, Lindsay Hubbard, Dolores Catania, Brynn Whitfield and Katie Ginella.…

• All names that will mean a lot if you are a Bravohead.

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TinyGo 0.42 adds support for 87 Puya PY32 MCU variants and two EmbedFire boards

CNXSoft: This is a guest post by Pavel Burgr, who recently added Puya PY32 MCU support to TinyGo 0.…

• 42, the latest version of the Go compiler for microcontrollers.
• We first covered TinyGo in 2019, and the project is still going strong…
• 7k stars, 1.

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神行者 8 上市 30.99 万元起，全系双电机+后轮转向，还在安全上玩出了新花样

9 月 3 日晚，FREELANDER 神行者首款车型神行者 8 正式上市，新车同时提供大五座与大六座两种布局，每种布局各有 PRO、MAX、MAX+ 三个版本。其中，大五座的上市指导价为： PRO 版 30.…

• 99 万元 MAX 版 34.
• 99 万元 MAX+ 版 38.
• 99 万元 大六座的上市指导价为： PRO 版 31.

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一池水，困住了中国机器人

01 十秒钟2026年，一家泳池机器人创业公司CEO冯浅开始认真算一笔账。如果有传统家电公司或渠道企业愿意接手公司，多少钱可以卖？“两三倍PS，就可以谈。”几年前，他还不是这么想的。…

• 公司第一批货发往海外时，只有几百台。
• 上市前，团队在Facebook上付费招募用户填写问卷，把回收结果一条条写进产品定义。
• 按照研发团队的理解，这应该是一台更“智能”的泳池机器人：横放、竖放可以切换不同工作模式；连上App，可以控制方向、查看电量、设置定时任务。

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速卖通Brand+加速新市场拓展，韩国多个重点类目三位数增长

继速卖通Brand+在欧盟逆势大涨97%后，Brand+在韩国也取得突破，加速跃迁品牌出海全新主场。记者获悉，今年8月，Brand+品牌商家成为速卖通韩国增长的主力军，其中迷你PC类目GMV环比6月增长超2倍，存储类目增长超150%，渔具等户外娱乐类目也在韩国实现快速增长，爆发明显。…

• 韩国站的爆发意味着在成熟的欧洲市场之外，Brand+品牌已迎来更多机会市场。
• 今年8月大促期间，速卖通Brand+把已经在欧洲验证的一站式品牌出海解决方案复制到了韩国、巴西、美国等市场，从品牌定制方案、渠道资源锁定，站…
• 渔具品牌LEYDUN是8月韩国Brand+品牌的爆单代表，早在开卖前，LEYDUN就通过“超级品牌日”锁定平台站内资源，针对韩国热门钓鱼钓法…

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What Matters for Aggressive Decoding-Time KV Eviction? Temporal Aggregation and Ranking Preservation

arXiv:2609.…

• 03515v1 Announce Type: new Abstract: Decoding-time KV cache compressio…
• Under aggressive KV compression, we find that exponential-moving-avera…
• Value-norm and entropy variants remain highly correlated with attentio…

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PPO-STGNN: A Proximal Policy Optimization Approach with Spatio-Temporal Graph Neural Networks for DAG Task Scheduling in Cloud-Edge-End Computing

arXiv:2609.…

• 03503v1 Announce Type: new Abstract: With the rapid development of the…
• However, cloud, edge, and end nodes are highly heterogeneous in comput…
• Traditional heuristic algorithms and conventional reinforcement-learni…

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GrowPage: On-Demand KV Budgeting for Efficient LLM Reasoning Serving

arXiv:2609.03494v1 Announce Type: new Abstract: Long-output reasoning has made the key--value (KV) cache a critical memory bottleneck for efficient LLM serving.…

• Existing KV compression methods usually rely on a predefined per-reque…
• However, reasoning workloads exhibit substantial demand variation: dif…
• We introduce \textbf{GrowPage}, an on-demand KV budgeting framework th…

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Making Every Tool Call Count: Necessary Tool-Evidence Path Rewards for Agentic Vision-Language Models

arXiv:2609.…

• 03493v1 Announce Type: new Abstract: Modern vision-language models (VL…
• To acquire this missing evidence, agentic VLMs invoke tools such as im…
• However, existing training paradigms primarily evaluate tool-use based…

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AutoGraphForge: Towards Automated Graph Theory Discovery

arXiv:2609.…

• 03478v1 Announce Type: new Abstract: We report on our ongoing project …
• Conjecture generation is counterexample-guided and runs in rounds: a G…
• A novelty filter of $559$ classical and folklore relations, closed und…

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AmfAR CEO Kyle Clifford on Venice, Goals, Science

Ahead of the amfAR gala in Venice on Sunday, the newly appointed executive shared with WWD his views and aspirations.

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Venice’s Lido, a Symbol of Belle Époque Opulence, Rises Once More

With the Hotel Excelsior Venice Lido Resort renewed and the Grand Hôtel des Bains poised for a comeback, the Venice Lido is in the throes of a rebirth.

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Locanda Cipriani, the Famous Ernest Hemingway Gateway in Venice, Reopens

After three years of renovation, the storied inn on Venice’s Torcello Island, first opened in 1947, is back to its old glory.

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A Venetian Home of Reflection

Italian design firm Artemest shows what it is really like to live in a Venetian home on the occasion of art and design event Homo Faber.

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What to Watch: Hermès May Be a Bellwether for China’s Luxury Rebound

The luxury leader continues to outpace its peers, but tougher comparisons, a slower growth rate in China and a narrowing premium are lowering shares.

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在 16:10 屏幕普及的当下，聊聊那台最后的 4:3 版 ThinkPad T61p

在 2026 年用一台 4:3 屏幕的 ThinkPad 是一种什么体验？查看全文

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The sameness problem behind those unappetizing AI-generated menus

While restaurant owners might look to generative AI as a shortcut to sprucing up their menu, customers can viscerally sense that something is wrong with the food.

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千问办公上线首月用户数突破 3000万，企业用户占比过半

9月4日消息，阿里旗下企业级通用Agent产品千问办公上线满一个月，用户数突破3000 万，企业用户占比过半。阿里巴巴是最早布局Agent产品的公司。8月3日，阿里整合几个Agent产品推出千问办公。…

• 上线仅一个月，千问办公总用户量即超过3000万，成为AI办公赛道增长最快的产品之一。
• 同时，千问办公实现了企业市场的突破，企业用户数量占比过半，体现了阿里在企业级市场的显著优势。
• 在产品上，千问办公保持高频迭代。

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Beyond "Made with AI": Visualizing Provenance Density to Mitigate the Transparency Penalty

arXiv:2609.03460v1 Announce Type: new Abstract: As generative AI makes polished prose cheap to produce, users can no longer rely on fluency as a proxy for truth.…

• We call this failure mode the Fluency Trap: users trust fluent halluci…
• Binary ``Made with AI'' labels respond with authorship disclosure, but…
• We propose Provenance Density, an evidence-visualization interface tha…

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Do GUI Agents Know When Not to Act? Enabling Conflict-Aware Termination for Multimodal GUI Agents

arXiv:2609.…

• 03438v1 Announce Type: new Abstract: Graphical user interface (GUI) ag…
• A reliable agent should not only know how to act, but also when not to…
• In this work, we introduce CONFLICTGUI, a benchmark covering instructi…

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