Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
A modern, abstract representation of economic growth and public procurement. The image features flowing shapes and lines symbolizing data, collaboration, and progress, with a focus on social and environmental themes. The color palette is soft and professional, using shades of blue, green, and gold to convey trust, sustainability, and innovation. The style is minimalist and clean, with a futuristic and professional vibe.
Modern tech startup illustration: A dynamic scene showing a rocket made of dollar bills and circuit boards ascending a stepped graph. Minimalist figures in startup-casual attire (hoodies, jeans) strategically placing coins and budget sheets along the growth path. Featured elements include a digital calculator hologram, glowing budget spreadsheets, and floating ROI metrics. Smart spending visualized through glowing pathways connecting coins to growth metrics
A curvy road that transforms into industrial shapes, highlighting your creative journey. The road represents his quest for new design adventures, while the shapes symbolize his commitment and passion, lab, modern, versatile, unique, eye-catching and creative, 4k, business model, innovation, creation, entrepreneurship, take off, life
FIGURE 1. Study overview(全宽 180mm × ~120mm,5 panels: a-e) 排布:上面一行 panel a + panel b(a 占 ~60mm,b 占 ~115mm) 下面一行 panel c + panel d + panel e(各 ~58mm) --- Panel a: "The leaderboard conflation problem" --- 画一个简化的排行榜表格,6 行,3 列:Rank | Model | F1 选这 6 个模型,代表不同 data regime 和 architecture: #1 PET-OAM-XL F1 = 0.924 [深蓝色块] OMat24+sAlex+MPtrj #2 eSEN-30M-OAM F1 = 0.888 [深蓝色块] OMat24+sAlex+MPtrj #5 MatRIS-10M-OAM F1 = 0.877 [深蓝色块] OMat24+sAlex+MPtrj #11 ORB v3 F1 = 0.860 [天蓝色块] MPtrj+Alex+OMat24 #17 eSEN-30M-MP F1 = 0.797 [teal色块] MPtrj #22 Eqnorm MPtrj F1 = 0.756 [teal色块] MPtrj 每行右侧画一个小色块表示 training data regime(用上面定义的配色)。 关键标注: 在表格右侧画两个大括号: 上面的大括号框住 #1-#5(三个深蓝色模型),旁边写: "Same data regime, 3 different architectures → F1 range: 0.877-0.924" 下面的大括号框住 #17 和 #2(eSEN-30M-MP vs eSEN-30M-OAM),旁边写: "Same architecture, different data → ΔF1 = 0.091" 在表格上方加标题:"Current leaderboard: architecture or data?" 核心信息:一眼看出 (1) 同数据不同架构的差异很小,(2) 同架构不同数据的差异很大。 --- Panel b: "Our decomposition framework" --- 从左到右的信息流图,四个阶段: 阶段 1(左):"Prediction matrix" 画一个小矩形网格,标注行 = "45 models",列 = "256,963 materials" 矩阵内填淡色渐变表示预测值 阶段 2(中左):"Factor extraction" 从矩阵引出三条线,分别指向三个小标签: "Training data" (11 exact combinations) [teal 色] "Architecture" (5 groups) [橙色] "Parameters" (continuous) [灰色] 阶段 3(中右):"Five analyses" 五个小方框竖排,用细箭头从阶段 2 连过来: ① Variance decomposition → η² comparison ② Error clustering → ARI comparison ③ Scaling laws → slope comparison ④ Collective failures → structural modes ⑤ Resource allocation → Pareto frontier 阶段 4(右):"Core finding" 一个框,里面写: "Training data η² = 0.84 Architecture η² = 0.32 Data > Architecture across all metrics and robustness checks" Training data 那行用 teal 加粗,architecture 那行用橙色。 阶段之间用水平箭头连接。 --- Panel c: "Data scaling > parameter scaling" --- 一个概念性坐标图(不是真实数据,只是示意): x 轴:"log₁₀ investment" y 轴:"F1" 画两条上升虚线/趋势线: teal 线,较陡,标注 "Scale data: +0.069/decade" 橙线,较缓,标注 "Scale parameters: +0.063/decade" 右侧一个小 inset 或并排小图: ensemble 饱和曲线,x = k, y = F1 标注 "Best F1 = 0.911 @ k=6",k>6 之后曲线平坦 --- Panel d: "Failures in familiar chemistry" --- 画一个嵌套的两层椭圆(不用太复杂): 外层大椭圆:标注 "256,963 WBM materials",浅灰填充 内层小椭圆(偏右上方):标注 "66,260 collective successes",白色填充 外层但不在内层的区域中,画一个高亮的小区块(红色或深色): 标注 "1,882 collective failures" 加一条引出线指向旁边的文字: "NOT chemistry-OOD → familiar formulas → sparse structural support → singleton failure rate 0.173" 核心视觉信息:红色区块在大椭圆内部(familiar chemistry), 不在大椭圆边缘(不是 OOD)。 --- Panel e: "Budget-tier recommendations" --- 一条简化的阶梯曲线,x 轴分三段:"Low", "Mid", "High" y 轴:F1,大约从 0.75 到 0.90 三个点标在阶梯上: Low: Eqnorm MPtrj, F1 = 0.779 [teal 圆点] Mid: MatterSim v1 5M, F1 = 0.838 [紫色 圆点] High: eSEN-30M-OAM, F1 = 0.902 [深蓝 圆点] 每个点旁边用小字标注模型名和 training data。 点之间用向上的箭头连接,箭头旁标注 "data regime upgrade"。
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
Unique growth-inspired brochure for Vispan Solutions using abstract DNA and network visuals, blue and white futuristic theme, interconnected nodes and branching structures symbolizing business growth, organic digital patterns, clean modern layout, intelligent and innovative visual language, minimal typography with strong hierarchy, modern tech-meets-marketing aesthetic, subtle gradients, premium white space balance, visually symbolic and memorable brochure design. Include Vispan branding and modern corporate style.
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
Modern tech startup illustration: A dynamic scene showing a rocket made of dollar bills and circuit boards ascending a stepped graph. Minimalist figures in startup-casual attire (hoodies, jeans) strategically placing coins and budget sheets along the growth path. Featured elements include a digital calculator hologram, glowing budget spreadsheets, and floating ROI metrics. Smart spending visualized through glowing pathways connecting coins to growth metrics
A curvy road that transforms into industrial shapes, highlighting your creative journey. The road represents his quest for new design adventures, while the shapes symbolize his commitment and passion, lab, modern, versatile, unique, eye-catching and creative, 4k, business model, innovation, creation, entrepreneurship, take off, life
FIGURE 1. Study overview(全宽 180mm × ~120mm,5 panels: a-e) 排布:上面一行 panel a + panel b(a 占 ~60mm,b 占 ~115mm) 下面一行 panel c + panel d + panel e(各 ~58mm) --- Panel a: "The leaderboard conflation problem" --- 画一个简化的排行榜表格,6 行,3 列:Rank | Model | F1 选这 6 个模型,代表不同 data regime 和 architecture: #1 PET-OAM-XL F1 = 0.924 [深蓝色块] OMat24+sAlex+MPtrj #2 eSEN-30M-OAM F1 = 0.888 [深蓝色块] OMat24+sAlex+MPtrj #5 MatRIS-10M-OAM F1 = 0.877 [深蓝色块] OMat24+sAlex+MPtrj #11 ORB v3 F1 = 0.860 [天蓝色块] MPtrj+Alex+OMat24 #17 eSEN-30M-MP F1 = 0.797 [teal色块] MPtrj #22 Eqnorm MPtrj F1 = 0.756 [teal色块] MPtrj 每行右侧画一个小色块表示 training data regime(用上面定义的配色)。 关键标注: 在表格右侧画两个大括号: 上面的大括号框住 #1-#5(三个深蓝色模型),旁边写: "Same data regime, 3 different architectures → F1 range: 0.877-0.924" 下面的大括号框住 #17 和 #2(eSEN-30M-MP vs eSEN-30M-OAM),旁边写: "Same architecture, different data → ΔF1 = 0.091" 在表格上方加标题:"Current leaderboard: architecture or data?" 核心信息:一眼看出 (1) 同数据不同架构的差异很小,(2) 同架构不同数据的差异很大。 --- Panel b: "Our decomposition framework" --- 从左到右的信息流图,四个阶段: 阶段 1(左):"Prediction matrix" 画一个小矩形网格,标注行 = "45 models",列 = "256,963 materials" 矩阵内填淡色渐变表示预测值 阶段 2(中左):"Factor extraction" 从矩阵引出三条线,分别指向三个小标签: "Training data" (11 exact combinations) [teal 色] "Architecture" (5 groups) [橙色] "Parameters" (continuous) [灰色] 阶段 3(中右):"Five analyses" 五个小方框竖排,用细箭头从阶段 2 连过来: ① Variance decomposition → η² comparison ② Error clustering → ARI comparison ③ Scaling laws → slope comparison ④ Collective failures → structural modes ⑤ Resource allocation → Pareto frontier 阶段 4(右):"Core finding" 一个框,里面写: "Training data η² = 0.84 Architecture η² = 0.32 Data > Architecture across all metrics and robustness checks" Training data 那行用 teal 加粗,architecture 那行用橙色。 阶段之间用水平箭头连接。 --- Panel c: "Data scaling > parameter scaling" --- 一个概念性坐标图(不是真实数据,只是示意): x 轴:"log₁₀ investment" y 轴:"F1" 画两条上升虚线/趋势线: teal 线,较陡,标注 "Scale data: +0.069/decade" 橙线,较缓,标注 "Scale parameters: +0.063/decade" 右侧一个小 inset 或并排小图: ensemble 饱和曲线,x = k, y = F1 标注 "Best F1 = 0.911 @ k=6",k>6 之后曲线平坦 --- Panel d: "Failures in familiar chemistry" --- 画一个嵌套的两层椭圆(不用太复杂): 外层大椭圆:标注 "256,963 WBM materials",浅灰填充 内层小椭圆(偏右上方):标注 "66,260 collective successes",白色填充 外层但不在内层的区域中,画一个高亮的小区块(红色或深色): 标注 "1,882 collective failures" 加一条引出线指向旁边的文字: "NOT chemistry-OOD → familiar formulas → sparse structural support → singleton failure rate 0.173" 核心视觉信息:红色区块在大椭圆内部(familiar chemistry), 不在大椭圆边缘(不是 OOD)。 --- Panel e: "Budget-tier recommendations" --- 一条简化的阶梯曲线,x 轴分三段:"Low", "Mid", "High" y 轴:F1,大约从 0.75 到 0.90 三个点标在阶梯上: Low: Eqnorm MPtrj, F1 = 0.779 [teal 圆点] Mid: MatterSim v1 5M, F1 = 0.838 [紫色 圆点] High: eSEN-30M-OAM, F1 = 0.902 [深蓝 圆点] 每个点旁边用小字标注模型名和 training data。 点之间用向上的箭头连接,箭头旁标注 "data regime upgrade"。
Unique growth-inspired brochure for Vispan Solutions using abstract DNA and network visuals, blue and white futuristic theme, interconnected nodes and branching structures symbolizing business growth, organic digital patterns, clean modern layout, intelligent and innovative visual language, minimal typography with strong hierarchy, modern tech-meets-marketing aesthetic, subtle gradients, premium white space balance, visually symbolic and memorable brochure design. Include Vispan branding and modern corporate style.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
A modern, abstract representation of economic growth and public procurement. The image features flowing shapes and lines symbolizing data, collaboration, and progress, with a focus on social and environmental themes. The color palette is soft and professional, using shades of blue, green, and gold to convey trust, sustainability, and innovation. The style is minimalist and clean, with a futuristic and professional vibe.
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
A modern, abstract representation of economic growth and public procurement. The image features flowing shapes and lines symbolizing data, collaboration, and progress, with a focus on social and environmental themes. The color palette is soft and professional, using shades of blue, green, and gold to convey trust, sustainability, and innovation. The style is minimalist and clean, with a futuristic and professional vibe.
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
Modern tech startup illustration: A dynamic scene showing a rocket made of dollar bills and circuit boards ascending a stepped graph. Minimalist figures in startup-casual attire (hoodies, jeans) strategically placing coins and budget sheets along the growth path. Featured elements include a digital calculator hologram, glowing budget spreadsheets, and floating ROI metrics. Smart spending visualized through glowing pathways connecting coins to growth metrics
FIGURE 1. Study overview(全宽 180mm × ~120mm,5 panels: a-e) 排布:上面一行 panel a + panel b(a 占 ~60mm,b 占 ~115mm) 下面一行 panel c + panel d + panel e(各 ~58mm) --- Panel a: "The leaderboard conflation problem" --- 画一个简化的排行榜表格,6 行,3 列:Rank | Model | F1 选这 6 个模型,代表不同 data regime 和 architecture: #1 PET-OAM-XL F1 = 0.924 [深蓝色块] OMat24+sAlex+MPtrj #2 eSEN-30M-OAM F1 = 0.888 [深蓝色块] OMat24+sAlex+MPtrj #5 MatRIS-10M-OAM F1 = 0.877 [深蓝色块] OMat24+sAlex+MPtrj #11 ORB v3 F1 = 0.860 [天蓝色块] MPtrj+Alex+OMat24 #17 eSEN-30M-MP F1 = 0.797 [teal色块] MPtrj #22 Eqnorm MPtrj F1 = 0.756 [teal色块] MPtrj 每行右侧画一个小色块表示 training data regime(用上面定义的配色)。 关键标注: 在表格右侧画两个大括号: 上面的大括号框住 #1-#5(三个深蓝色模型),旁边写: "Same data regime, 3 different architectures → F1 range: 0.877-0.924" 下面的大括号框住 #17 和 #2(eSEN-30M-MP vs eSEN-30M-OAM),旁边写: "Same architecture, different data → ΔF1 = 0.091" 在表格上方加标题:"Current leaderboard: architecture or data?" 核心信息:一眼看出 (1) 同数据不同架构的差异很小,(2) 同架构不同数据的差异很大。 --- Panel b: "Our decomposition framework" --- 从左到右的信息流图,四个阶段: 阶段 1(左):"Prediction matrix" 画一个小矩形网格,标注行 = "45 models",列 = "256,963 materials" 矩阵内填淡色渐变表示预测值 阶段 2(中左):"Factor extraction" 从矩阵引出三条线,分别指向三个小标签: "Training data" (11 exact combinations) [teal 色] "Architecture" (5 groups) [橙色] "Parameters" (continuous) [灰色] 阶段 3(中右):"Five analyses" 五个小方框竖排,用细箭头从阶段 2 连过来: ① Variance decomposition → η² comparison ② Error clustering → ARI comparison ③ Scaling laws → slope comparison ④ Collective failures → structural modes ⑤ Resource allocation → Pareto frontier 阶段 4(右):"Core finding" 一个框,里面写: "Training data η² = 0.84 Architecture η² = 0.32 Data > Architecture across all metrics and robustness checks" Training data 那行用 teal 加粗,architecture 那行用橙色。 阶段之间用水平箭头连接。 --- Panel c: "Data scaling > parameter scaling" --- 一个概念性坐标图(不是真实数据,只是示意): x 轴:"log₁₀ investment" y 轴:"F1" 画两条上升虚线/趋势线: teal 线,较陡,标注 "Scale data: +0.069/decade" 橙线,较缓,标注 "Scale parameters: +0.063/decade" 右侧一个小 inset 或并排小图: ensemble 饱和曲线,x = k, y = F1 标注 "Best F1 = 0.911 @ k=6",k>6 之后曲线平坦 --- Panel d: "Failures in familiar chemistry" --- 画一个嵌套的两层椭圆(不用太复杂): 外层大椭圆:标注 "256,963 WBM materials",浅灰填充 内层小椭圆(偏右上方):标注 "66,260 collective successes",白色填充 外层但不在内层的区域中,画一个高亮的小区块(红色或深色): 标注 "1,882 collective failures" 加一条引出线指向旁边的文字: "NOT chemistry-OOD → familiar formulas → sparse structural support → singleton failure rate 0.173" 核心视觉信息:红色区块在大椭圆内部(familiar chemistry), 不在大椭圆边缘(不是 OOD)。 --- Panel e: "Budget-tier recommendations" --- 一条简化的阶梯曲线,x 轴分三段:"Low", "Mid", "High" y 轴:F1,大约从 0.75 到 0.90 三个点标在阶梯上: Low: Eqnorm MPtrj, F1 = 0.779 [teal 圆点] Mid: MatterSim v1 5M, F1 = 0.838 [紫色 圆点] High: eSEN-30M-OAM, F1 = 0.902 [深蓝 圆点] 每个点旁边用小字标注模型名和 training data。 点之间用向上的箭头连接,箭头旁标注 "data regime upgrade"。
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
A curvy road that transforms into industrial shapes, highlighting your creative journey. The road represents his quest for new design adventures, while the shapes symbolize his commitment and passion, lab, modern, versatile, unique, eye-catching and creative, 4k, business model, innovation, creation, entrepreneurship, take off, life
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
Unique growth-inspired brochure for Vispan Solutions using abstract DNA and network visuals, blue and white futuristic theme, interconnected nodes and branching structures symbolizing business growth, organic digital patterns, clean modern layout, intelligent and innovative visual language, minimal typography with strong hierarchy, modern tech-meets-marketing aesthetic, subtle gradients, premium white space balance, visually symbolic and memorable brochure design. Include Vispan branding and modern corporate style.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
Modern tech startup illustration: A dynamic scene showing a rocket made of dollar bills and circuit boards ascending a stepped graph. Minimalist figures in startup-casual attire (hoodies, jeans) strategically placing coins and budget sheets along the growth path. Featured elements include a digital calculator hologram, glowing budget spreadsheets, and floating ROI metrics. Smart spending visualized through glowing pathways connecting coins to growth metrics
A curvy road that transforms into industrial shapes, highlighting your creative journey. The road represents his quest for new design adventures, while the shapes symbolize his commitment and passion, lab, modern, versatile, unique, eye-catching and creative, 4k, business model, innovation, creation, entrepreneurship, take off, life
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
FIGURE 1. Study overview(全宽 180mm × ~120mm,5 panels: a-e) 排布:上面一行 panel a + panel b(a 占 ~60mm,b 占 ~115mm) 下面一行 panel c + panel d + panel e(各 ~58mm) --- Panel a: "The leaderboard conflation problem" --- 画一个简化的排行榜表格,6 行,3 列:Rank | Model | F1 选这 6 个模型,代表不同 data regime 和 architecture: #1 PET-OAM-XL F1 = 0.924 [深蓝色块] OMat24+sAlex+MPtrj #2 eSEN-30M-OAM F1 = 0.888 [深蓝色块] OMat24+sAlex+MPtrj #5 MatRIS-10M-OAM F1 = 0.877 [深蓝色块] OMat24+sAlex+MPtrj #11 ORB v3 F1 = 0.860 [天蓝色块] MPtrj+Alex+OMat24 #17 eSEN-30M-MP F1 = 0.797 [teal色块] MPtrj #22 Eqnorm MPtrj F1 = 0.756 [teal色块] MPtrj 每行右侧画一个小色块表示 training data regime(用上面定义的配色)。 关键标注: 在表格右侧画两个大括号: 上面的大括号框住 #1-#5(三个深蓝色模型),旁边写: "Same data regime, 3 different architectures → F1 range: 0.877-0.924" 下面的大括号框住 #17 和 #2(eSEN-30M-MP vs eSEN-30M-OAM),旁边写: "Same architecture, different data → ΔF1 = 0.091" 在表格上方加标题:"Current leaderboard: architecture or data?" 核心信息:一眼看出 (1) 同数据不同架构的差异很小,(2) 同架构不同数据的差异很大。 --- Panel b: "Our decomposition framework" --- 从左到右的信息流图,四个阶段: 阶段 1(左):"Prediction matrix" 画一个小矩形网格,标注行 = "45 models",列 = "256,963 materials" 矩阵内填淡色渐变表示预测值 阶段 2(中左):"Factor extraction" 从矩阵引出三条线,分别指向三个小标签: "Training data" (11 exact combinations) [teal 色] "Architecture" (5 groups) [橙色] "Parameters" (continuous) [灰色] 阶段 3(中右):"Five analyses" 五个小方框竖排,用细箭头从阶段 2 连过来: ① Variance decomposition → η² comparison ② Error clustering → ARI comparison ③ Scaling laws → slope comparison ④ Collective failures → structural modes ⑤ Resource allocation → Pareto frontier 阶段 4(右):"Core finding" 一个框,里面写: "Training data η² = 0.84 Architecture η² = 0.32 Data > Architecture across all metrics and robustness checks" Training data 那行用 teal 加粗,architecture 那行用橙色。 阶段之间用水平箭头连接。 --- Panel c: "Data scaling > parameter scaling" --- 一个概念性坐标图(不是真实数据,只是示意): x 轴:"log₁₀ investment" y 轴:"F1" 画两条上升虚线/趋势线: teal 线,较陡,标注 "Scale data: +0.069/decade" 橙线,较缓,标注 "Scale parameters: +0.063/decade" 右侧一个小 inset 或并排小图: ensemble 饱和曲线,x = k, y = F1 标注 "Best F1 = 0.911 @ k=6",k>6 之后曲线平坦 --- Panel d: "Failures in familiar chemistry" --- 画一个嵌套的两层椭圆(不用太复杂): 外层大椭圆:标注 "256,963 WBM materials",浅灰填充 内层小椭圆(偏右上方):标注 "66,260 collective successes",白色填充 外层但不在内层的区域中,画一个高亮的小区块(红色或深色): 标注 "1,882 collective failures" 加一条引出线指向旁边的文字: "NOT chemistry-OOD → familiar formulas → sparse structural support → singleton failure rate 0.173" 核心视觉信息:红色区块在大椭圆内部(familiar chemistry), 不在大椭圆边缘(不是 OOD)。 --- Panel e: "Budget-tier recommendations" --- 一条简化的阶梯曲线,x 轴分三段:"Low", "Mid", "High" y 轴:F1,大约从 0.75 到 0.90 三个点标在阶梯上: Low: Eqnorm MPtrj, F1 = 0.779 [teal 圆点] Mid: MatterSim v1 5M, F1 = 0.838 [紫色 圆点] High: eSEN-30M-OAM, F1 = 0.902 [深蓝 圆点] 每个点旁边用小字标注模型名和 training data。 点之间用向上的箭头连接,箭头旁标注 "data regime upgrade"。
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
A modern, abstract representation of economic growth and public procurement. The image features flowing shapes and lines symbolizing data, collaboration, and progress, with a focus on social and environmental themes. The color palette is soft and professional, using shades of blue, green, and gold to convey trust, sustainability, and innovation. The style is minimalist and clean, with a futuristic and professional vibe.
Unique growth-inspired brochure for Vispan Solutions using abstract DNA and network visuals, blue and white futuristic theme, interconnected nodes and branching structures symbolizing business growth, organic digital patterns, clean modern layout, intelligent and innovative visual language, minimal typography with strong hierarchy, modern tech-meets-marketing aesthetic, subtle gradients, premium white space balance, visually symbolic and memorable brochure design. Include Vispan branding and modern corporate style.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
FIGURE 1. Study overview(全宽 180mm × ~120mm,5 panels: a-e) 排布:上面一行 panel a + panel b(a 占 ~60mm,b 占 ~115mm) 下面一行 panel c + panel d + panel e(各 ~58mm) --- Panel a: "The leaderboard conflation problem" --- 画一个简化的排行榜表格,6 行,3 列:Rank | Model | F1 选这 6 个模型,代表不同 data regime 和 architecture: #1 PET-OAM-XL F1 = 0.924 [深蓝色块] OMat24+sAlex+MPtrj #2 eSEN-30M-OAM F1 = 0.888 [深蓝色块] OMat24+sAlex+MPtrj #5 MatRIS-10M-OAM F1 = 0.877 [深蓝色块] OMat24+sAlex+MPtrj #11 ORB v3 F1 = 0.860 [天蓝色块] MPtrj+Alex+OMat24 #17 eSEN-30M-MP F1 = 0.797 [teal色块] MPtrj #22 Eqnorm MPtrj F1 = 0.756 [teal色块] MPtrj 每行右侧画一个小色块表示 training data regime(用上面定义的配色)。 关键标注: 在表格右侧画两个大括号: 上面的大括号框住 #1-#5(三个深蓝色模型),旁边写: "Same data regime, 3 different architectures → F1 range: 0.877-0.924" 下面的大括号框住 #17 和 #2(eSEN-30M-MP vs eSEN-30M-OAM),旁边写: "Same architecture, different data → ΔF1 = 0.091" 在表格上方加标题:"Current leaderboard: architecture or data?" 核心信息:一眼看出 (1) 同数据不同架构的差异很小,(2) 同架构不同数据的差异很大。 --- Panel b: "Our decomposition framework" --- 从左到右的信息流图,四个阶段: 阶段 1(左):"Prediction matrix" 画一个小矩形网格,标注行 = "45 models",列 = "256,963 materials" 矩阵内填淡色渐变表示预测值 阶段 2(中左):"Factor extraction" 从矩阵引出三条线,分别指向三个小标签: "Training data" (11 exact combinations) [teal 色] "Architecture" (5 groups) [橙色] "Parameters" (continuous) [灰色] 阶段 3(中右):"Five analyses" 五个小方框竖排,用细箭头从阶段 2 连过来: ① Variance decomposition → η² comparison ② Error clustering → ARI comparison ③ Scaling laws → slope comparison ④ Collective failures → structural modes ⑤ Resource allocation → Pareto frontier 阶段 4(右):"Core finding" 一个框,里面写: "Training data η² = 0.84 Architecture η² = 0.32 Data > Architecture across all metrics and robustness checks" Training data 那行用 teal 加粗,architecture 那行用橙色。 阶段之间用水平箭头连接。 --- Panel c: "Data scaling > parameter scaling" --- 一个概念性坐标图(不是真实数据,只是示意): x 轴:"log₁₀ investment" y 轴:"F1" 画两条上升虚线/趋势线: teal 线,较陡,标注 "Scale data: +0.069/decade" 橙线,较缓,标注 "Scale parameters: +0.063/decade" 右侧一个小 inset 或并排小图: ensemble 饱和曲线,x = k, y = F1 标注 "Best F1 = 0.911 @ k=6",k>6 之后曲线平坦 --- Panel d: "Failures in familiar chemistry" --- 画一个嵌套的两层椭圆(不用太复杂): 外层大椭圆:标注 "256,963 WBM materials",浅灰填充 内层小椭圆(偏右上方):标注 "66,260 collective successes",白色填充 外层但不在内层的区域中,画一个高亮的小区块(红色或深色): 标注 "1,882 collective failures" 加一条引出线指向旁边的文字: "NOT chemistry-OOD → familiar formulas → sparse structural support → singleton failure rate 0.173" 核心视觉信息:红色区块在大椭圆内部(familiar chemistry), 不在大椭圆边缘(不是 OOD)。 --- Panel e: "Budget-tier recommendations" --- 一条简化的阶梯曲线,x 轴分三段:"Low", "Mid", "High" y 轴:F1,大约从 0.75 到 0.90 三个点标在阶梯上: Low: Eqnorm MPtrj, F1 = 0.779 [teal 圆点] Mid: MatterSim v1 5M, F1 = 0.838 [紫色 圆点] High: eSEN-30M-OAM, F1 = 0.902 [深蓝 圆点] 每个点旁边用小字标注模型名和 training data。 点之间用向上的箭头连接,箭头旁标注 "data regime upgrade"。
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
A modern, abstract representation of economic growth and public procurement. The image features flowing shapes and lines symbolizing data, collaboration, and progress, with a focus on social and environmental themes. The color palette is soft and professional, using shades of blue, green, and gold to convey trust, sustainability, and innovation. The style is minimalist and clean, with a futuristic and professional vibe.
A curvy road that transforms into industrial shapes, highlighting your creative journey. The road represents his quest for new design adventures, while the shapes symbolize his commitment and passion, lab, modern, versatile, unique, eye-catching and creative, 4k, business model, innovation, creation, entrepreneurship, take off, life
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
Modern tech startup illustration: A dynamic scene showing a rocket made of dollar bills and circuit boards ascending a stepped graph. Minimalist figures in startup-casual attire (hoodies, jeans) strategically placing coins and budget sheets along the growth path. Featured elements include a digital calculator hologram, glowing budget spreadsheets, and floating ROI metrics. Smart spending visualized through glowing pathways connecting coins to growth metrics
Unique growth-inspired brochure for Vispan Solutions using abstract DNA and network visuals, blue and white futuristic theme, interconnected nodes and branching structures symbolizing business growth, organic digital patterns, clean modern layout, intelligent and innovative visual language, minimal typography with strong hierarchy, modern tech-meets-marketing aesthetic, subtle gradients, premium white space balance, visually symbolic and memorable brochure design. Include Vispan branding and modern corporate style.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
Here's the English prompt for generating an image with a text-to-image model: "Create a detailed visualization of a nationwide business lifecycle process for renting out properties. The image should depict a grid layout representing different cities or regions, each containing a building with available rental units. Display AI-driven matching and scheduling processes, with lines connecting the rental properties and moving agents (representing real estate intermediaries) between buildings and regions. Show paths of intermediary movement with color-coded lines to indicate positive (green) or negative (red) revenue impact. At the center of the grid, place a central AI 'control hub' that orchestrates matching and scheduling, connecting to all buildings. Illustrate a dynamic bonus pool that incentivizes intermediaries, symbolized by a visible 'bonus pool' icon. Overall, highlight the increase in total revenue across the network despite local fluctuations, with trends and pathways illustrating optimization and positive growth."
Unique growth-inspired brochure for Vispan Solutions using abstract DNA and network visuals, blue and white futuristic theme, interconnected nodes and branching structures symbolizing business growth, organic digital patterns, clean modern layout, intelligent and innovative visual language, minimal typography with strong hierarchy, modern tech-meets-marketing aesthetic, subtle gradients, premium white space balance, visually symbolic and memorable brochure design. Include Vispan branding and modern corporate style.
A curvy road that transforms into industrial shapes, highlighting your creative journey. The road represents his quest for new design adventures, while the shapes symbolize his commitment and passion, lab, modern, versatile, unique, eye-catching and creative, 4k, business model, innovation, creation, entrepreneurship, take off, life
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.
A modern, abstract representation of economic growth and public procurement. The image features flowing shapes and lines symbolizing data, collaboration, and progress, with a focus on social and environmental themes. The color palette is soft and professional, using shades of blue, green, and gold to convey trust, sustainability, and innovation. The style is minimalist and clean, with a futuristic and professional vibe.
Modern tech startup illustration: A dynamic scene showing a rocket made of dollar bills and circuit boards ascending a stepped graph. Minimalist figures in startup-casual attire (hoodies, jeans) strategically placing coins and budget sheets along the growth path. Featured elements include a digital calculator hologram, glowing budget spreadsheets, and floating ROI metrics. Smart spending visualized through glowing pathways connecting coins to growth metrics
FIGURE 1. Study overview(全宽 180mm × ~120mm,5 panels: a-e) 排布:上面一行 panel a + panel b(a 占 ~60mm,b 占 ~115mm) 下面一行 panel c + panel d + panel e(各 ~58mm) --- Panel a: "The leaderboard conflation problem" --- 画一个简化的排行榜表格,6 行,3 列:Rank | Model | F1 选这 6 个模型,代表不同 data regime 和 architecture: #1 PET-OAM-XL F1 = 0.924 [深蓝色块] OMat24+sAlex+MPtrj #2 eSEN-30M-OAM F1 = 0.888 [深蓝色块] OMat24+sAlex+MPtrj #5 MatRIS-10M-OAM F1 = 0.877 [深蓝色块] OMat24+sAlex+MPtrj #11 ORB v3 F1 = 0.860 [天蓝色块] MPtrj+Alex+OMat24 #17 eSEN-30M-MP F1 = 0.797 [teal色块] MPtrj #22 Eqnorm MPtrj F1 = 0.756 [teal色块] MPtrj 每行右侧画一个小色块表示 training data regime(用上面定义的配色)。 关键标注: 在表格右侧画两个大括号: 上面的大括号框住 #1-#5(三个深蓝色模型),旁边写: "Same data regime, 3 different architectures → F1 range: 0.877-0.924" 下面的大括号框住 #17 和 #2(eSEN-30M-MP vs eSEN-30M-OAM),旁边写: "Same architecture, different data → ΔF1 = 0.091" 在表格上方加标题:"Current leaderboard: architecture or data?" 核心信息:一眼看出 (1) 同数据不同架构的差异很小,(2) 同架构不同数据的差异很大。 --- Panel b: "Our decomposition framework" --- 从左到右的信息流图,四个阶段: 阶段 1(左):"Prediction matrix" 画一个小矩形网格,标注行 = "45 models",列 = "256,963 materials" 矩阵内填淡色渐变表示预测值 阶段 2(中左):"Factor extraction" 从矩阵引出三条线,分别指向三个小标签: "Training data" (11 exact combinations) [teal 色] "Architecture" (5 groups) [橙色] "Parameters" (continuous) [灰色] 阶段 3(中右):"Five analyses" 五个小方框竖排,用细箭头从阶段 2 连过来: ① Variance decomposition → η² comparison ② Error clustering → ARI comparison ③ Scaling laws → slope comparison ④ Collective failures → structural modes ⑤ Resource allocation → Pareto frontier 阶段 4(右):"Core finding" 一个框,里面写: "Training data η² = 0.84 Architecture η² = 0.32 Data > Architecture across all metrics and robustness checks" Training data 那行用 teal 加粗,architecture 那行用橙色。 阶段之间用水平箭头连接。 --- Panel c: "Data scaling > parameter scaling" --- 一个概念性坐标图(不是真实数据,只是示意): x 轴:"log₁₀ investment" y 轴:"F1" 画两条上升虚线/趋势线: teal 线,较陡,标注 "Scale data: +0.069/decade" 橙线,较缓,标注 "Scale parameters: +0.063/decade" 右侧一个小 inset 或并排小图: ensemble 饱和曲线,x = k, y = F1 标注 "Best F1 = 0.911 @ k=6",k>6 之后曲线平坦 --- Panel d: "Failures in familiar chemistry" --- 画一个嵌套的两层椭圆(不用太复杂): 外层大椭圆:标注 "256,963 WBM materials",浅灰填充 内层小椭圆(偏右上方):标注 "66,260 collective successes",白色填充 外层但不在内层的区域中,画一个高亮的小区块(红色或深色): 标注 "1,882 collective failures" 加一条引出线指向旁边的文字: "NOT chemistry-OOD → familiar formulas → sparse structural support → singleton failure rate 0.173" 核心视觉信息:红色区块在大椭圆内部(familiar chemistry), 不在大椭圆边缘(不是 OOD)。 --- Panel e: "Budget-tier recommendations" --- 一条简化的阶梯曲线,x 轴分三段:"Low", "Mid", "High" y 轴:F1,大约从 0.75 到 0.90 三个点标在阶梯上: Low: Eqnorm MPtrj, F1 = 0.779 [teal 圆点] Mid: MatterSim v1 5M, F1 = 0.838 [紫色 圆点] High: eSEN-30M-OAM, F1 = 0.902 [深蓝 圆点] 每个点旁边用小字标注模型名和 training data。 点之间用向上的箭头连接,箭头旁标注 "data regime upgrade"。
An image showcasing a person or a team walking with unwavering confidence and determination towards a landscape symbolizing change and growth. The individuals should exude a sense of purpose and resilience as they progress forward. The image should capture the essence of transformation and the potential for personal or collective development.