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@leftsidestory@mstdn.social
2025-06-22 00:30:01

Park Discovery 🏞️
公园探险 🏞️
📷 Nikon FE
🎞️Lucky SHD 400
buy me ☕️ ?/请我喝杯☕️？
#filmphotography

**English:** This black-and-white photograph depicts a small outdoor kiosk or stall. The kiosk is adorned with various plush toys, prominently featuring several Mickey Mouse dolls hanging at the top. Below the toys, there are shelves stocked with small items, possibly keychains or small trinkets. The front of the kiosk displays images of ice cream cones and bottles of beverages, suggesting that it might also sell refreshments. The setting appears to be a park or a fair, with trees and a fence v…
English alt text: A black and white photo of a park path flanked by evenly spaced trees with their trunks painted white at the base. A few people walk quietly along the paved walkway, framed by natural foliage. Trash bins are visible in the background, contributing to the everyday tranquility of the scene. 中文替代文本（Chinese alt text）：一张黑白照片展示了一条公园小路，路两旁是整齐排列的树木，树干下部涂有白漆。几位行人安静地走在铺设的步道上，周围环绕着自然景色。背景中可见垃圾桶，为这幅日常宁静的画面增添了现实感。
English alt text: Two large ducks shaped object float in a narrow water channel. One duck is in the foreground, reflected in the water, while the other is partially hidden behind a metal grid structure. The scene features an interesting contrast between the playful shapes of the ducks and the rigid geometry of the metal structure. Trees and a building with windows are visible in the background. 中文替代文本（Chinese alt text）：两只大型鸭型物漂浮在一条狭窄的水渠中。一只靠近前方，在水中有清晰倒影；另一只则部分被左侧的金属网格结构遮挡。画面中趣味盎然的鸭子与硬朗的金属框架形成鲜…
English alt text: A wooden platform nestled among tall trees, covered by a striped canopy. A person stands on the platform, which is accessed by a stairway. Beneath the structure is a bilingual sign, possibly in Chinese, and fencing and foliage frame the background, suggesting a serene park or nature retreat. 中文替代文本（Chinese alt text）：一座建在高大树木之间的木质平台，上方覆盖着条纹遮阳篷。一人站在平台上，通往平台的楼梯清晰可见。平台下方有一块双语标牌（可能含有中文），背景中的树木和围栏营造出宁静的自然氛围。

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@arXiv_csLG_bot@mastoxiv.page
2025-07-24 10:06:19

P3SL: Personalized Privacy-Preserving Split Learning on Heterogeneous Edge Devices
Wei Fan, JinYi Yoon, Xiaochang Li, Huajie Shao, Bo Ji
arxiv.org/abs/2507.17228

P3SL: Personalized Privacy-Preserving Split Learning on Heterogeneous Edge Devices
Split Learning (SL) is an emerging privacy-preserving machine learning technique that enables resource constrained edge devices to participate in model training by partitioning a model into client-side and server-side sub-models. While SL reduces computational overhead on edge devices, it encounters significant challenges in heterogeneous environments where devices vary in computing resources, communication capabilities, environmental conditions, and privacy requirements. Although recent studie…

@leftsidestory@mstdn.social
2025-08-19 00:30:01

City Features VII 🏙️
城市特征 VII 🏙️
📷 Nikon FE
🎞️Ilford FP4 Plus, expired 1994
buy me ☕️ ?/请我喝杯☕️？
#filmphotography

Ilford FP4 Plus 125 (FF) English Alt Text: Black and white photo of a garden with four human sculptures in various poses: one lying down with arms raised, one sitting with legs extended, one seated against a wall, and one crouching near a bush. The scene includes grass, paving stones, and a building in the background. 中文替代文字： 黑白照片展示一个花园，四个不同姿势的人体雕塑：一个躺着举起双臂，一个坐着伸直双腿，一个靠墙而坐，一个蹲在灌木旁。场景中有草地、铺石路和背景建筑。
Ilford FP4 Plus 125 (FF) English Alt Text: Black and white image of a cloudy sky with three wires converging at a central point, forming a Y-shape. A small metal connector joins the wires. Part of a building with decorative elements is visible in the bottom left corner. 中文替代文字： 黑白照片展示多云的天空，三根电线在中心点汇聚，形成“Y”字形，中间由一个金属连接器固定。左下角可见一部分带装饰元素的建筑。
Ilford FP4 Plus 125 (FF) English Alt Text: Black and white street scene showing three Chinese storefronts: a restaurant (“Rice noodles, Braised chicken rice”), a convenience store (“Cigarettes & Wine Convenience Store”), and a tavern (“Small Tavern” and “VEDETT White Bear Beer”). Three people sit on the steps chatting, with bicycles parked nearby. 中文替代文字： 黑白街景照片展示三家中国店铺：一家餐馆（“米粉 黄焖鸡米饭”）、一家便利店（“烟酒 超市”）、一家小酒馆（“小酒馆”与“VEDETT 白熊啤酒”）。三人坐在台阶上聊天，旁边停着自行车。
Ilford FP4 Plus 125 (FF) English Alt Text: Black and white photo of an urban street scene. A person stands beside a bicycle under a tree in the foreground, holding an object. A cement mixer truck drives down the road, with tall residential buildings and trees in the background. A metal fence lines the street, and a streetlight pole stands on the sidewalk. The image contrasts motion and stillness, nature and urban development. 中文替代文字： 黑白照片展示城市街景。前景中，一人站在树下的自行车旁，手中拿着物品。背景中，一辆混凝土搅拌车在道路上行驶，远处是高层住宅…
@arXiv_csCY_bot@mastoxiv.page
2025-06-24 10:16:10

Multimodal Political Bias Identification and Neutralization
Cedric Bernard, Xavier Pleimling, Amun Kharel, Chase Vickery
arxiv.org/abs/2506.17372

Multimodal Political Bias Identification and Neutralization
Due to the presence of political echo chambers, it becomes imperative to detect and remove subjective bias and emotionally charged language from both the text and images of political articles. However, prior work has focused on solely the text portion of the bias rather than both the text and image portions. This is a problem because the images are just as powerful of a medium to communicate information as text is. To that end, we present a model that leverages both text and image bias which co…

@arXiv_csDC_bot@mastoxiv.page
2025-06-24 08:45:50

Code Generation for Near-Roofline Finite Element Actions on GPUs from Symbolic Variational Forms
Kaushik Kulkarni, Andreas Kl\"ockner
arxiv.org/abs/2506.17471

Code Generation for Near-Roofline Finite Element Actions on GPUs from Symbolic Variational Forms
We present a novel parallelization strategy for evaluating Finite Element Method (FEM) variational forms on GPUs, focusing on those that are expressible through the Unified Form Language (UFL) on simplex meshes. We base our approach on code transformations, wherein we construct a space of scheduling candidates and rank them via a heuristic cost model to effectively handle the large diversity of computational workloads that can be expressed in this way. We present a design of a search space to w…

@pre@boing.world
2025-06-20 22:54:36
Content warning: Doctor Who - Future, why Billie?
:tardis:

There's a woman I know who, when she was pregnant, was very keen to hear the opinions of crystal diviners and homeopath medics on what sex her new baby would be but wouldn't let the ultrasound-scan technician that actually knows tells her because Spoilers.
On that note, I'm happy to watch #doctorWho #badWolf #tv

@leftsidestory@mstdn.social
2025-08-17 00:30:02

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

Ilford FP4 Plus 125 (FF) English Alt Text: A black and white image showing a stack of sandbags placed on a wooden pallet behind a metal railing. Part of a car and other urban structures are visible in the background. 中文替代文字： 一张黑白照片，画面显示一堆沙袋堆放在木托盘上，位于金属栏杆后方。背景中可见部分汽车和其他城市结构。
Ilford FP4 Plus 125 (FF) English Alt Text: A black and white urban scene featuring a large concrete pillar supporting an overpass. Two surveillance cameras are mounted above. A car speeds past in the foreground, appearing blurred due to motion. Behind it are trees, a pedestrian bridge, parked cars, and a fence. 中文替代文字： 一张黑白城市照片，画面中心是一根支撑高架桥的大型混凝土柱。上方安装了两个监控摄像头。前景中一辆汽车快速驶过，因运动而模糊。背景中有树木、人行天桥、停放的车辆和栅栏。
Ilford FP4 Plus 125 (FF) English Alt Text: A black and white photo of a street-side bus stop partially obscured by a twisted tree trunk in the foreground. People wait at the stop, one holding a phone. The bus stop sign reads “望京桥东” (Wangjing Qiaodong) and lists route 921. Cars, traffic lights, and distant buildings suggest an urban setting. 中文替代文字： 一张黑白照片，画面中前景是一棵扭曲的树干，部分遮挡了街边公交车站。几位乘客在候车，其中一人拿着手机。公交站牌上写着“望京桥东”，列出了921路公交。背景中有汽车、红绿灯和远处的建筑，呈现出城市环境。
Ilford FP4 Plus 125 (FF) English Alt Text: A black and white photo taken from outside a vehicle, likely a bus or train, showing passengers inside. Reflected Chinese text overlays the window, partially obscuring the view. One person wearing a cap and mask is seated in the foreground, while another figure is visible in the dimly lit background. The interplay of shadows and reflections creates a layered, mysterious atmosphere. 中文替代文字： 一张黑白照片，从车外拍摄，画面显示车内乘客，可能是公交车或地铁。窗户上反射出中文文字，部分遮挡了视线。前景中一位戴帽子和口罩…
@leftsidestory@mstdn.social
2025-08-15 00:30:03

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

Ilford FP4 Plus 125 (FF) **English:** A black-and-white photograph depicts the entrance of a modern building. The entrance is framed by a curved overhang and a large tree in the center of the courtyard. Above the entrance, there is a sign with text, and the building features large windows and a clean, minimalist design. The shadows and light create a dramatic effect, emphasizing the architectural lines. **Chinese:** 这张黑白照片展示了一座现代建筑的入口。入口处由一个弧形遮阳和庭院中央的一棵大树构成。入口上方有一个带文字的标志，建筑物以大窗户和简洁的极简设计为特色。光影…
Ilford FP4 Plus 125 (FF) **English:** A black-and-white photograph captures a view of tall residential or office buildings framed by tree branches in the foreground. The buildings are modern and high-rise, with a clear sky in the background. The branches create a natural frame, adding a sense of depth and perspective to the urban landscape. **Chinese:** 这张黑白照片以树枝为前景，拍摄了高层住宅或办公楼的景观。建筑物现代且高耸，背景是清朗的天空。树枝形成了自然的画框，为都市景观增添了深度和透视感。
Ilford FP4 Plus 125 (FF) **English:** A black-and-white image shows a close-up of two plastic crates stacked on a handcart. The crates are placed on a sidewalk next to a tree and a bicycle. The shadows of the tree leaves are cast on the ground, adding texture and contrast to the scene. **Chinese:** 这张黑白照片展示了两个塑料箱叠放在手推车上的特写。箱子放在人行道上，旁边是一棵树和一辆自行车。树叶的影子投射在地面上，为场景增添了纹理和对比。
Ilford FP4 Plus 125 (FF) **English:** A black-and-white photograph captures a moment at a bus stop or shelter. The scene is framed by large vertical metal poles and glass panels. Outside the shelter, a person is seated on a bench, partially visible through the glass. The reflection on the glass reveals a street scene with vehicles and buildings, adding depth and a sense of urban life to the composition. **Chinese:** 这张黑白照片拍摄的是一个公交车站或避雨亭。画面由几根大型金属立柱和玻璃面板构成。透过玻璃可以看到亭外有一个人坐在长椅上，身影若隐若现。玻璃的反光映射出街道上…
@leftsidestory@mstdn.social
2025-06-15 00:30:03

Urban Composition IV 🫟
都市构图 IV 🫟
📷 Nikon FE
🎞️Ilford FP4 Plus, expired 1995
buy me ☕️ ?/请我喝杯☕️？
#filmphotography

Ilford FP4 E.I. 64 English alt text: A black and white photograph of an outdoor structure with large, angled beams creating a geometric pattern of shadows on the ground. A person is sitting on a bench to the right, partially obscured by shadows. In the background, there is a bus and some buildings. Chinese alt text: 一张黑白照片，展示了一个户外结构，带有大型倾斜梁，在地面上形成几何图案的阴影。右边有一个人坐在长椅上，部分被阴影遮挡。背景中有一辆公交车和一些建筑物。
Ilford FP4 E.I. 64 English alt text: A room with walls made of glass panels featuring a pattern of small rectangular openings. Sunlight filters through the openings, casting a grid-like shadow across the floor and walls, creating a dynamic interplay of light and texture. Chinese alt text: 一个房间，墙壁由玻璃面板构成，并带有小矩形开口的图案。阳光透过这些开口，在地板和墙壁上投射出网格状的阴影，营造出光影交错的动态效果。
Ilford FP4 E.I. 64 English alt text: A black and white photograph featuring a mannequin head with short dark hair, placed on a stand. To its side, there is a white cylindrical object with a small rectangular sticker. Another cylindrical object with a perforated surface emits light, creating a contrast with the dark surroundings. The background consists of textured tiled walls, adding depth to the composition. Chinese alt text: 一张黑白照片，展示了一个放在支架上的短发人头模特。旁边有一个白色圆柱形物体，上面贴着一个小矩形贴纸。另一个带有穿孔表面的圆柱体发出光…
Ilford FP4 E.I. 64 English alt text: A corrugated metal shutter door with horizontal ridges, showing signs of wear and rust. A shadow is cast on the shutter from an unseen object or structure to the left. To the left of the door, a vertical column has markings or graffiti, and the ground in front is paved with tiles. Chinese alt text: 一个带有水平脊纹的波纹金属卷帘门，表面有磨损和锈迹。左侧的未见物体或结构在门上投射出阴影。门左侧有一根立柱，上面有一些标记或涂鸦，门前的地面铺设着瓷砖。

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@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。