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@leftsidestory@mstdn.social
2025-06-18 00:30:08

Urban Living II 🌝
都市生活 II 🌝
📷 Nikon FE
🎞️Lucky SHD 400
buy me ☕️ ?/请我喝杯☕️？
#filmphotography

**English:**
This black-and-white photograph shows a modern urban scene with a sheltered area for scooters and bicycles. The shelter has a flat roof supported by uniquely shaped pillars. Several scooters are parked under the shelter, and a person is seen riding a bicycle on the adjacent path. The background features trees and a few pedestrians, suggesting a park or recreational area. The image captures a moment of everyday life in a city setting.

**Chinese:**
这张黑白照片展示了一个现代城市场景，其中有一个为摩托车和自行车提供的…

**English:**
This black-and-white photograph captures an industrial scene featuring a bridge-like structure elevated on pillars. The structure extends horizontally across the image, leading the eye towards two tall smokestacks in the background. The smokestacks are part of an industrial facility, hinting at a factory or plant. The foreground is filled with dense foliage, providing a stark contrast to the industrial elements. The sky is clear, adding to the sharpness and contrast of the image.

…

**English:**
This black-and-white image depicts a covered walkway or corridor with a series of evenly spaced columns supporting the roof. The perspective is from one end of the walkway, looking towards the other end where a few people can be seen walking. The walkway is paved and flanked by greenery on both sides, creating a serene and orderly atmosphere. The light filters through the structure, casting shadows and highlighting the architectural details.

**Chinese:**
这张黑白图片描绘了一个有顶棚的走廊或通道，一系列均匀…

**English:**
This black-and-white image features a tree with sprawling branches in the foreground, partially obscuring the view. Behind the tree, there is a whimsical scene with two large panda sculptures, one of which appears to be sitting and holding a small object. The background includes a body of water and a large building, possibly indicating an urban park or a recreational area. The overall composition creates a playful and intriguing atmosphere.

**Chinese:**
这张黑白图片的前景是一棵枝叶繁茂的树，部分遮挡了视线。…

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@pbloem@sigmoid.social
2025-07-18 09:25:22

Now out in #TMLR:
🍇 GRAPES: Learning to Sample Graphs for Scalable Graph Neural Networks 🍇
There's lots of work on sampling subgraphs for GNNs, but relatively little on making this sampling process _adaptive_. That is, learning to select the data from the graph that is relevant for your task.
We introduce an RL-based and a GFLowNet-based sampler and show that the approach perf…

A diagram of the GRAPES pipeline. It shows a subgraph being sampled in two steps and being fed to a GNN, with a blue line showing the learning signal. The caption reads Figure 1: Overview of GRAPES. First, GRAPES processes a target node (green) by computing node inclusion probabilities on its 1-hop neighbors (shown by node color shade) with a sampling GNN. Given these probabilities, GRAPES samples k nodes. Then, GRAPES repeats this process over nodes in the 2-hop neighborhood. We pass the sampl…

A results table for node classification on heterophilious graphs. Table 2: F1-scores (%) for different sampling methods trained on heterophilous graphs for a batch size of 256, and a sample size of 256 per layer. We report the mean and standard deviation over 10 runs. The best values among the sampling baselines (all except GAS) are in bold, and the second best are underlined. MC stands for multi-class and ML stands for multi-label classification. OOM indicates out of memory.

Performance of samples vs sampling size showing that GRAPES generally performs well across sample sizes, while other samplers often show more variance across sample sizes. The caption reads Figure 4: Comparative analysis of classification accuracy across different sampling sizes for sampling baseline
and GRAPES. We repeated each experiment five times: The shaded regions show the 95% confidence intervals.

A diagrammatic illustration of a graph classification task used in one of the theorems. The caption reads Figure 9: An example of a graph for Theorem 1 with eight nodes. Red edges belong to E1, features xi and labels yi are shown beside every node. For nodes v1 and v2 we show the edge e12 as an example. As shown, the label of each node is the second feature of its neighbor, where a red edge connects them. The edge homophily ratio is h=12/28 = 0.43.

@mpsgoettingen@academiccloud.social
2025-09-18 13:37:31

Our brand-new institute brochure is here! 🌞🪐✨
Across 40 pages, you’ll find an overview of our research topics, methods, and infrastructure—plus insights into public events, training, and more.
Enjoy reading! Follow this link: https://www.mps.mpg.de/8480541/institute-brochure…

@vosje62@mastodon.nl
2025-09-17 18:15:30

#Tatort: Mord unter Misteln - #ARD #BR https://ww…

Tatort: Mord unter Misteln - hier anschauen
Fernsehfilm Deutschland 2022 | Krimi +++ Leitmayr und Batic haben sich von Kalli breitschlagen lassen, an einem Krimidinner im Kreise der Kollegen teilzunehmen - und nun sollen sie als 'Detective Chief Inspector Francis Lightmyer' und als 'Detective Constable Ivor Partridge' den Mörder in einem englischen Herrenhaus finden: England, 1922. Ausgerechnet am Heiligen Abend hat es in Beckford Hall einen Mord gegeben. Der Butler liegt tot auf dem Orient-Teppich. Lightmyer und Partridge müsse…

@Techmeme@techhub.social
2025-09-18 13:40:42

Atlassian acquires developer productivity platform DX for $1B in cash and restricted stock; DX has 350 enterprise customers and raised less than $5M (Rebecca Szkutak/TechCrunch)
https://techcrunch.com/2025/09/18/atlassian-acquires-dx-a-devel…

Atlassian acquires DX, a developer productivity platform, for $1B | TechCrunch
Atlassian is making its largest acquisition yet by buying DX so it can offer a developer productivity tool.

@drbruced@aus.social
2025-09-18 17:24:25

Douro Valley hiking day 5. Possibly the best views so far and certainly best beer at the end. #hiking #portugal #craftbeer

A view of a small hillside village surrounded by vineyards from above.

A wide river winds among hills covered in terraced vineyards under blue skies. A boat cruises up the river.

A view of a river winding through terraced hills covered in vineyards, with a small village visible along the riverbank. The landscape features varying shades of green and brown, showcasing the agricultural patterns of the region.

A pair of beer bottles and glasses of beer with a backdrop of mountains and blue sky.

@leftsidestory@mstdn.social
2025-08-14 00:30:00

City Features II 🌆
城市特征 II 🌆
📷 Pentax MX
🎞️Ilford FP4 Plus, expired 1994
buy me ☕️ ?/请我喝杯☕️？
#filmphotography

Ilford FP4 Plus 125 (FF)

• English alt text: A black and white photograph showing the roof of a traditional building with curved, weathered tiles. A tree with dense foliage partially obscures the view. In the background, modern high-rise buildings are visible against a cloudy sky.
• 中文替代文字：一张黑白照片，显示了一座传统建筑的屋顶，屋顶上有弯曲的、风化的瓦片。一棵树的茂密树叶部分遮挡了视线。背景中可以看到现代高层建筑和多云的天空。

Ilford FP4 Plus 125 (FF)

• English alt text: A geometric pattern made of alternating dark and light semi-circles arranged in a grid on a wall or floor. A tiled surface appears at the bottom with a shadow cast across it.
• 中文替代文字：一个几何图案，由深浅相间的半圆组成，排列成网格状，可能是墙面或地板。图像底部是瓷砖地面，上面投下了一个阴影。

Ilford FP4 Plus 125 (FF)

• English alt text: A circular bench made of stacked metal rings surrounds a tree in an urban public space. One person sits on the bench while another stands nearby, possibly taking a photo. The ground is paved, and more trees are visible in the background.
• 中文替代文字：在城市公共空间中，一棵树被由金属环堆叠而成的圆形长椅环绕。一人坐在长椅上，另一人站在旁边，似乎在拍照。地面为铺装路面，背景中还有其他树木

Ilford FP4 Plus 125 (FF)

• English alt text: Two illuminated signs mounted on a ceiling, both with arrows pointing to the right. The left sign shows two stick figures, one holding an object like a bag. The right sign shows two stick figures shaking hands with a diamond shape between them, suggesting a transaction or exchange. The image is in black and white.
• 中文替代文字：两个安装在天花板上的发光指示牌，箭头均指向右侧。左侧标志显示两个火柴人，其中一个拿着类似包的物品。右侧标志显示两个火柴人握手，中间有一个菱形图案，可能表示交易或交换。图像为黑白色调。

@Techmeme@techhub.social
2025-06-18 03:15:53

Google rolls out the ability to upload videos in the Gemini app for both free and paid accounts across Android and iOS; the feature is not yet live on the web (Abner Li/9to5Google)
https://9to5google.com/2025/06/17/gemini-app-video-upload/

Gemini app rolling out video upload and analysis
Besides the new navigation drawer and 2.5 Pro going stable, the Gemini app is rolling out video upload and analysis.

@leftsidestory@mstdn.social
2025-09-13 00:30:02

On The Road - To Xi’An/ Urban Setting 🤳
在路上 - 去西安/ 城市设置 🤳
📷 Pentax MX
🎞️Lucky SHD 400
#filmphotography #Photography #blackandwhite

Lucky Lucky SHD 400 (FF)

English Alt Text:
A public performance unfolds on a traditional Chinese stage with ornate columns and a tiled roof. A performer stands mid-act, facing a crowd gathered in front. The audience is diverse, watching attentively. Behind the stage, modern buildings rise, contrasting with the classical architecture. The image captures cultural continuity in a contemporary urban setting.

中文替代文本：
一场公共表演在传统中式舞台上进行，舞台装饰精美，有雕花柱子和瓦片屋顶。一位表演者站在台上，面对前方聚集的观众。观众群体多样，专注观看。舞台背后是现代建筑，与古典结…

Lucky Lucky SHD 400 (FF)

English Alt Text:
A black-and-white photo shows a man practicing Chinese calligraphy on a city sidewalk using a large brush dipped in water. He bends slightly forward, one hand behind his back, the other guiding the brush with precision. The wet characters shimmer briefly on the pavement before fading. Behind him, cars pass on a busy street, a police officer stands nearby, and pedestrians walk past storefronts. The scene blends fleeting traditional art with modern urba…

Lucky Lucky SHD 400 (FF)

English Alt Text:
A solitary figure walks across an elevated pedestrian walkway in a black-and-white cityscape. The walkway is supported by thick columns and overlooks a busy street filled with cars, buses, and a white van. Trees line the road, casting shade. The image contrasts the quiet solitude above with the bustling traffic below.

中文替代文本：
黑白城市景观中，一名行人独自走在高架人行天桥上。天桥由粗大的柱子支撑，下方是车流密集的街道，有汽车、公交车和一辆白色货车。道路两旁树木成行，投下阴影。画面呈现出天桥上的宁静与桥下喧嚣交通之间的对比。

Lucky Lucky SHD 400 (FF)

English Alt Text:
In a black-and-white street market scene, a vendor leans over a table filled with produce under hanging lights. Handwritten signs in Chinese mark prices. Shoppers walk past, some browsing. A canopy shades the stall, and a tiled roof edge is visible above. The image evokes daily life and commerce, with a nostalgic tone from its monochrome palette.

中文替代文本：
黑白街市场景中，一位摊贩在挂灯下俯身整理摊位上的农产品。桌上有手写的中文标价牌。行人穿梭，有人驻足选购。摊位上方有遮阳篷，画面顶部可见瓦片屋檐。整张照片以怀旧的黑白色调呈现日常生活与市井交易的氛…

@leftsidestory@mstdn.social
2025-07-12 08:03:58

In the Air - Outside of the Window II ✈️ ☁️
在空中 - 窗外 II ✈️ ☁️
📷 Nikon FE
🎞️FOMAPAN Action 400
buy me ☕️ ?/请我喝杯☕️？
#filmphotography

Foma FOMAPAN 400 Action (FF)

**English:**
A black and white photograph capturing the view from an airplane window. The airplane wing is prominently featured, extending from the bottom left corner towards the center of the image. The sky is filled with a mix of clouds, creating a layered effect. The horizon is visible in the distance, separating the clouds from the sky and adding a sense of depth to the photograph.

**Chinese:**
一张从飞机窗户拍摄的黑白照片。照片中突出展示了飞机机翼，从左下角延伸至照片中央。天空中充满了各种云层，形成了分层效果。远处的地平线清…

Foma FOMAPAN 400 Action (FF)

**English:**
A black and white photograph showing the wing of an airplane. The wing curves gracefully and extends towards the right side of the image. The background features a cloudy sky with a soft gradient, transitioning from lighter to darker shades. The clouds below are dense and fluffy, creating a contrast with the smoother sky above.

**Chinese:**
一张展示飞机机翼的黑白照片。机翼优雅地弯曲并向照片的右侧延伸。背景是一个多云的天空，呈现出柔和的渐变，从浅色过渡到深色。下方的云层浓密而蓬松，与上方更平滑的天空形成对比。

Foma FOMAPAN 400 Action (FF)

**English:**
A black and white photograph taken from an airplane window, focusing on the airplane wing. The wing extends diagonally across the image from the bottom left to the top right. The sky is filled with clouds of varying densities, creating a textured and dynamic scene. The horizon is visible in the distance, adding depth to the image.

**Chinese:**
一张从飞机窗户拍摄的黑白照片，聚焦于飞机机翼。机翼从左下方斜向延伸至右上方。天空中布满了密度各异的云层，形成了一种纹理丰富且充满动感的场景。远处的地平线清晰可见，为照片增添了深度。

Foma FOMAPAN 400 Action (FF)

**English:**
A black and white photograph taken from an airplane window. The image captures a view of the airplane wing on the left side, extending outwards. Below the wing, there is a vast expanse of clouds with varying densities, creating a textured landscape. The horizon is faintly visible in the distance, separating the clouds from the sky, which appears smooth and layered.

**Chinese:**
一张从飞机窗户拍摄的黑白照片。照片中捕捉到飞机左侧机翼向外延伸的景象。机翼下方是广阔的云层，云层密度各异，形成了一种纹理丰富的景观。远处的地平线隐约…

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