Buckets:
| <!-- | |
| Vendored + adapted into posterly from ARIS (Auto-claude-code-research-in-sleep), | |
| skill paper-poster-html. Origin: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep | |
| Upstream tokenization: MIT (c) 2026 wanshuiyin -- ../LICENSES/aris-MIT.txt | |
| This is the tokenized form of posterly's own neutral template; the class names and | |
| content are posterly's own (c) 2026 Ruishuo Chen. As an adapted derivative this file | |
| ships as part of posterly under AGPL-3.0. See ../NOTICE.md. | |
| --> | |
| <!-- | |
| ============================================================ | |
| TEMPLATE: landscape_hero (ARIS fork of posterly landscape_hero_neutral) | |
| Adapted from posterly (MIT, © 2026 Ruishuo Chen) — see LICENSES/ & NOTICE.md; | |
| ARIS modifications: flat de-gradient, --fs token scale, zero-inline-style | |
| utilities, data-source/data-color-exempt contracts. | |
| CANVAS: 48in × 36in landscape (narrower 4:3 default; hero + supporting column). | |
| CANVAS RETARGETING: to change the print size, edit BOTH the @page | |
| `size` (one place, in the CANVAS block below) AND the .poster | |
| `width`/`height` (one place, in the .poster rule). Keep them in | |
| sync. Example — ICLR 2026 main conference uses the official print | |
| service spec 185cm × 90cm landscape: | |
| @page { size: 1850mm 900mm; } /* or 185cm 90cm */ | |
| .poster { width: calc(1850 * var(--u)); height: calc(900 * var(--u)); } | |
| (1 print --u = 1mm, so 1850/900 u == 1850/900 mm == 185×90 cm.) | |
| LAYOUT: header → hero-grid (HERO panel ~60% | SUPPORTING column ~40%) | |
| → optional takeaways → footer | |
| (NO framework banner — the hero IS the banner.) | |
| USE WHEN: ONE figure / table / system diagram is the main message of the poster | |
| and supporting text/cards orbit it. Examples: | |
| - "We built X — look at this big result." | |
| - "Here is our system diagram, plus a few orbit cards." | |
| - Demos, single-killer-figure posters, system / architecture posters. | |
| Pick `landscape_4col.html` instead when you have 3-5 cards | |
| per column with no single dominant figure. | |
| HOW TO USE: | |
| 1. Copy this file to your working directory as `poster.html`. | |
| 2. Edit the DESIGN TOKENS in `:root` (or swap a tokens/*.json palette) — | |
| the token block is the ONLY place color/font-size literals may live. | |
| 3. Replace TODO content placeholders (search for "TODO"). The hero is the | |
| only "big" element — put your headline figure / table / diagram there. | |
| 4. Run `python3 tools/run_gates.py poster.html` (the default driver: | |
| preflight -> style -> measure -> polish) to verify the | |
| hero panel's bottom edge aligns with the supporting column's last card, | |
| then `python3 tools/render_preview.py poster.html` to produce the PDF. | |
| STYLE CONTRACT (ARIS source gate, tools/style_check.py): | |
| - NO inline `style=` attributes anywhere in the markup. Use the utility | |
| classes (.fs-N, .mt-N, .mb-N, .w-NN, .text-secondary, .nowrap, | |
| .text-center) defined in the UTILITIES block below. | |
| Sole exceptions: the internal SVG of a `data-color-exempt="logo"` element, | |
| and a `style="width: NN%"` on a `data-source="paper"` <img> (AR width tweak). | |
| - All font-size values reference a `--fs-1..9` token (or a COMPONENTS.md | |
| predefined `calc(var(--fs-N) * k)` variant such as `.eqn--large`). | |
| - No `linear-gradient`; the only gradient allowed is the .poster radial | |
| tint (every color stop alpha ≤ 0.06). | |
| MEASURE ROLES: every layout-critical element carries `data-measure-role`. | |
| poster, header, body, hero (NEW), column, card, footer-strip, footer. | |
| Generic measurement scripts depend on these — do not remove. | |
| ============================================================ | |
| --> | |
| <html lang="en"> | |
| <head> | |
| <meta charset="UTF-8"> | |
| <meta name="viewport" content="width=device-width, initial-scale=1.0"> | |
| <title>BUOPLR Reproduction — ICML 2026</title> | |
| <!-- MathJax v3 for inline equations. CDN by default; to go offline, | |
| download a MathJax v3 release into assets/mathjax/ and change the <script> | |
| `src` below to "assets/mathjax/es5/tex-svg.js". --> | |
| <script> | |
| window.MathJax = { | |
| tex: { | |
| inlineMath: [['$', '$'], ['\\(', '\\)']], | |
| displayMath: [['$$', '$$'], ['\\[', '\\]']], | |
| packages: {'[+]': ['ams']} | |
| }, | |
| svg: { fontCache: 'global' } | |
| }; | |
| </script> | |
| <script id="MathJax-script" async src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-svg.js"></script> | |
| <style> | |
| /* ========================================================= | |
| CANVAS — 48" × 36" landscape (narrower 4:3 hero default). | |
| RETARGET: change @page size here AND .poster width/height below. | |
| ICLR 2026 main = 1850mm 900mm (185×90 cm) landscape — see header note. | |
| ========================================================= */ | |
| @page { size: 48in 36in; margin: 0; } | |
| :root { | |
| /* ===== DESIGN TOKENS ===== */ | |
| /* The ONLY place color / font-size literals are allowed (style_check | |
| rule 1 + 8 locate this block by the comment pair). Override token | |
| VALUES here only — never restyle component rules with new literals. | |
| To rebrand, edit these or load a tokens/*.json palette. */ | |
| /* Primary accent derived from field convention (notification/attention | |
| systems commonly use a warm amber accent); no author/venue logo was | |
| available to derive from, so this is the documented fallback signal. | |
| Darkened from seed #B8860B (darkgoldenrod) until white text clears | |
| WCAG AA (4.5:1) per the posterly palette-derivation formula. */ | |
| --accent: #8F6808; | |
| --accent-deep: #644906; | |
| --accent-light: #F4F0E6; | |
| --accent-soft: #EBE4D3; | |
| /* Secondary: cool neutral (seed is warm, so gold swaps to a cool tone | |
| per posterly's rule so "ours/best" emphasis still pops) */ | |
| --gold: #3D4A5C; | |
| --gold-soft: #ECEDEF; | |
| /* Text */ | |
| --text-primary: #1A1A1A; | |
| --text-secondary: #555555; | |
| --text-muted: #888888; | |
| /* Backgrounds */ | |
| --bg-page: #F6F2F0; | |
| --bg-card: #FFFFFF; | |
| --bg-card-tint: #FAFAFB; | |
| --bg-emphasis: var(--accent-light); | |
| /* Borders */ | |
| --border-soft: #D8D8D8; | |
| --border-strong: var(--accent); | |
| /* Screen-preview backdrop only — @media print overrides body to white. | |
| Tokenized so no color literal escapes the token block (style_check rule 1). */ | |
| --bg-screen: #2b2b2b; | |
| /* Base unit. Print: 1mm; screen preview: 1.6px (~3.78px = 1mm at 96dpi). */ | |
| --u: 1.6px; | |
| /* Font-size scale (9 steps). Every font-size in this template references | |
| one of these. Off-scale px drift is forbidden (style_check rule 8); | |
| `calc(var(--fs-N) * k)` is allowed ONLY for COMPONENTS.md variants. */ | |
| --fs-1: calc(9 * var(--u)); /* micro label */ | |
| --fs-2: calc(10 * var(--u)); /* small caption */ | |
| --fs-3: calc(11 * var(--u)); /* caption / table */ | |
| --fs-4: calc(12 * var(--u)); /* body text */ | |
| --fs-5: calc(13 * var(--u)); /* equation / emphasis */ | |
| --fs-6: calc(15 * var(--u)); /* subtitle */ | |
| --fs-7: calc(16 * var(--u)); /* section title */ | |
| --fs-8: calc(22 * var(--u)); /* banner number */ | |
| --fs-9: calc(32 * var(--u)); /* main title */ | |
| /* Fonts. Override at :root if your venue mandates a specific family. | |
| Whitelist (style_check rule 7): serif body, sans heads, mono code. */ | |
| --font-serif: "Charter", "Source Serif Pro", "Georgia", serif; | |
| --font-sans: "Inter", "Helvetica Neue", sans-serif; | |
| /* Shadows & watermark ink — tokenized so rules 1/3 stay literal-free | |
| (the faint radial page tint is the ONE allowed literal outside this | |
| block; rule 5 validates it WHEN ENABLED -- the style gate ships with rules 4-5 off). */ | |
| --shadow-screen: 0 0 60px rgba(0, 0, 0, 0.5); | |
| --shadow-card: 0 calc(2 * var(--u)) calc(6 * var(--u)) rgba(45, 95, 139, 0.05); | |
| --ornament-ink: rgba(45, 95, 139, 0.06); | |
| --shadow-hero: 0 calc(2 * var(--u)) calc(10 * var(--u)) rgba(45, 95, 139, 0.08); | |
| /* ===== END DESIGN TOKENS ===== */ | |
| } | |
| /* ========================================================= | |
| RESET + BASE | |
| ========================================================= */ | |
| * { box-sizing: border-box; margin: 0; padding: 0; } | |
| html, body { | |
| background: var(--bg-screen); | |
| font-family: var(--font-serif); | |
| color: var(--text-primary); | |
| -webkit-font-smoothing: antialiased; | |
| } | |
| /* Poster container — exact print dimensions; data-measure-role="poster" so | |
| poster_check.py can verify the canvas size. | |
| RETARGET: width/height must track @page size (see CANVAS block). */ | |
| .poster { | |
| width: calc(1219 * var(--u)); | |
| height: calc(914 * var(--u)); | |
| background: var(--bg-page); | |
| /* The only gradient the catalog sanctions (rule 5 enforces it only when re-enabled): a low-alpha radial tint | |
| (every color stop alpha ≤ 0.06). NOT a linear-gradient. */ | |
| background-image: | |
| radial-gradient(ellipse at top left, rgba(45, 95, 139, 0.06), transparent 40%), | |
| radial-gradient(ellipse at bottom right, rgba(201, 162, 74, 0.05), transparent 50%); | |
| margin: 20px auto; | |
| padding: calc(10 * var(--u)) calc(14 * var(--u)); | |
| display: grid; | |
| /* NO banner row — the hero IS the banner. */ | |
| grid-template-rows: auto 1fr auto auto; /* header | hero-grid | takeaways | footer */ | |
| /* Row gap bumped 6u -> 8u: hero-stage is flex:1 inside a 1fr grid row, so | |
| hero's rendered height is fixed by this gap (not by hero's own | |
| content) -- 6u measured as a 22.7px hero-to-strip gap, below the | |
| measure gate's required 30-50px band. */ | |
| gap: calc(8 * var(--u)); | |
| box-shadow: var(--shadow-screen); | |
| position: relative; | |
| overflow: hidden; | |
| } | |
| /* Decorative top bar — flat accent (de-gradiented from posterly original). */ | |
| .poster::before { | |
| content: ""; | |
| position: absolute; top: 0; left: 0; right: 0; | |
| height: calc(8 * var(--u)); | |
| background: var(--accent); | |
| } | |
| /* ========================================================= | |
| HEADER (venue-badge | title-block | logo+QR) | |
| ========================================================= */ | |
| .header { | |
| display: grid; | |
| grid-template-columns: 1fr minmax(50%, auto) 1fr; /* equal side tracks (1fr) -> the title track is centred on the poster, not just between the side blocks; the centre track is floored at 50% so a one-line title still fills it (else a short title measures narrow and trips a false HEADER/TITLE-SQUEEZED). Best-effort: a side block wide enough to clamp its 1fr track can still pull the title off-centre. */ | |
| align-items: center; | |
| gap: calc(16 * var(--u)); | |
| padding: calc(2 * var(--u)) calc(4 * var(--u)) calc(5 * var(--u)); | |
| border-bottom: calc(2 * var(--u)) solid var(--accent); | |
| } | |
| .venue-badge { | |
| justify-self: start; /* anchor to the far-left edge so the centre track stays centred */ | |
| display: flex; flex-direction: column; | |
| align-items: center; justify-content: center; | |
| min-width: calc(95 * var(--u)); | |
| text-align: center; | |
| border-right: calc(1 * var(--u)) solid var(--border-soft); | |
| padding-right: calc(12 * var(--u)); | |
| } | |
| .venue-badge .vb-venue { | |
| font-family: var(--font-sans); | |
| font-weight: 800; | |
| font-size: var(--fs-9); | |
| color: var(--accent-deep); | |
| line-height: 1; | |
| letter-spacing: -0.5px; | |
| } | |
| .venue-badge .vb-year { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-5); | |
| color: var(--text-secondary); | |
| margin-top: calc(3 * var(--u)); | |
| letter-spacing: 1.2px; | |
| } | |
| .venue-badge .vb-tag { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-2); | |
| color: var(--accent); | |
| font-weight: 700; | |
| margin-top: calc(2 * var(--u)); | |
| letter-spacing: 1.2px; | |
| } | |
| .title-block { text-align: center; min-width: 0; } | |
| .title { | |
| font-family: var(--font-sans); | |
| font-weight: 800; | |
| font-size: var(--fs-9); | |
| line-height: 1.05; | |
| color: var(--accent-deep); | |
| letter-spacing: -0.5px; | |
| } | |
| .title .accent { color: var(--gold); } | |
| .subtitle { | |
| font-family: var(--font-sans); | |
| font-weight: 500; | |
| font-size: var(--fs-6); | |
| color: var(--text-secondary); | |
| margin-top: calc(2 * var(--u)); | |
| font-style: italic; | |
| } | |
| .authors-line { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-4); | |
| color: var(--accent); | |
| font-weight: 600; | |
| margin-top: calc(3 * var(--u)); | |
| } | |
| .authors-line .author { margin: 0 calc(4 * var(--u)); } | |
| .authors-line sup { font-size: 0.7em; color: var(--accent); } | |
| .authors-line .aff { | |
| color: var(--text-secondary); | |
| font-weight: 400; | |
| display: inline; /* author + affiliation share ONE line */ | |
| font-size: var(--fs-4); | |
| } | |
| .right-block { | |
| justify-self: end; /* keep logo+QR in the far-right corner */ | |
| display: flex; align-items: center; | |
| gap: calc(10 * var(--u)); | |
| /* No logo/QR shipped -- match venue-badge's reserved width so the empty | |
| block doesn't collapse and pull the centered title off-axis. */ | |
| min-width: calc(95 * var(--u)); | |
| } | |
| .qr-block { display: flex; flex-direction: column; align-items: center; gap: calc(2 * var(--u)); } | |
| .qr-block img { | |
| width: calc(85 * var(--u)); | |
| height: calc(85 * var(--u)); | |
| border: calc(2 * var(--u)) solid var(--accent); | |
| border-radius: calc(4 * var(--u)); | |
| background: white; | |
| padding: calc(2 * var(--u)); | |
| } | |
| .qr-label { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-3); | |
| color: var(--accent); | |
| font-weight: 600; | |
| } | |
| /* Optional logo slot — drop your lab logo here. Keep its rendered height | |
| close to the QR (~85u) so the header doesn't grow disproportionately. | |
| LOGO CONTRACT: a logo whose own SVG/PNG carries brand colors must be | |
| marked `data-color-exempt="logo"` so style_check exempts it from the | |
| palette / inline-style gates, e.g.: | |
| <div class="logo-slot"><img src="assets/logos/lab.png" alt="Lab" | |
| data-color-exempt="logo"></div> | |
| Inline-SVG logos carry the attribute on the <svg> element itself. */ | |
| .logo-slot img { height: calc(85 * var(--u)); width: auto; max-width: calc(360 * var(--u)); object-fit: contain; display: block; } | |
| /* Logo size classes on .logo-slot -- pick from the file's aspect ratio (SKILL.md Gate E). | |
| tall/square sit at the QR-matched slot height; wide is intentionally shorter (~68% of the | |
| QR) and width-capped so a long wordmark doesn't out-mass the title. Do NOT combine these | |
| with logo-stack (that row is width-normalized, below). */ | |
| .logo-slot.logo-tall img, | |
| .logo-slot.logo-square img { height: calc(85 * var(--u)); } | |
| .logo-slot.logo-wide img { height: calc(58 * var(--u)); max-width: calc(300 * var(--u)); } | |
| /* Logo chip: a solid backing that keeps a transparent / edge-white logo legible on a | |
| colored/dark header (white chip) or a light header (.logo-chip-dark); the padding + radius | |
| fold a stray white box into a deliberate rounded tile (SKILL.md Gate E, Background). */ | |
| .logo-chip { | |
| display: inline-flex; align-items: center; justify-content: center; | |
| background: var(--bg-card); border-radius: calc(3 * var(--u)); | |
| padding: calc(3 * var(--u)) calc(5 * var(--u)); | |
| } | |
| .logo-chip.logo-chip-dark { background: var(--text-primary); } | |
| /* logo-row: institution logos in the header right block (REAL logos the | |
| user provided — never fabricate a seal). Each img MUST carry | |
| data-color-exempt="logo"; height pairs with the QR. */ | |
| .logo-row { display: flex; align-items: center; gap: calc(5 * var(--u)); } | |
| .logo-row img { height: calc(68 * var(--u)); width: auto; display: block; } | |
| /* --boxed variant: each logo in a labeled tile (logo + institution name) — | |
| more presence at poster distance; white tile + soft border, no new hues. */ | |
| .logo-row .lr-item { | |
| display: flex; flex-direction: column; align-items: center; | |
| gap: calc(2 * var(--u)); | |
| background: var(--bg-card); | |
| border: 1px solid var(--border-soft); | |
| border-radius: calc(3 * var(--u)); | |
| padding: calc(4 * var(--u)) calc(6 * var(--u)); | |
| } | |
| .logo-row .lr-item img { height: calc(58 * var(--u)); } | |
| .logo-row .lr-label { | |
| font-family: var(--font-sans); font-weight: 600; font-size: var(--fs-1); | |
| color: var(--text-secondary); text-align: center; line-height: 1.15; | |
| } | |
| /* logo-stack variant: WIDE WORDMARKS (AR >= ~2) normalized to EQUAL WIDTH | |
| and stacked vertically, left-aligned. Use when two wide wordmarks of | |
| different aspect ratio read unbalanced height-matched in a row (equal | |
| width lets the less-wide mark grow taller and aligns a clean block). | |
| NOT for a square seal or tall mark (equal width blows it up — keep those | |
| height-matched). Do NOT also apply the logo-wide/tall/square classes. */ | |
| .logo-row.logo-stack { flex-direction: column; align-items: flex-start; gap: calc(8 * var(--u)); } | |
| .logo-row.logo-stack img { width: calc(170 * var(--u)); height: auto; } | |
| /* venue badge may carry the official venue logo above its text line */ | |
| .venue-badge img { height: calc(62 * var(--u)); width: auto; display: block; margin: 0 auto calc(2 * var(--u)); } | |
| .venue-badge .vb-title { font-family: var(--font-sans); font-weight: 800; font-size: var(--fs-5); color: var(--accent-deep); letter-spacing: 0.5px; } | |
| /* ========================================================= | |
| BODY: HERO-GRID — HERO panel (~60%) + SUPPORTING column (~40%). | |
| ----------------------------------------------------------------- | |
| STRICT ALIGNMENT (non-negotiable): | |
| Cards in the supporting column must visually bottom-align with the hero | |
| panel. Run `python3 tools/poster_check.py measure poster.html` — spread | |
| between hero-bottom and column-last-card-bottom must be < 5 px (< 3 px | |
| ideal); the gap to the takeaways strip should land in 30–50 px. | |
| Mechanism: | |
| - The `.hero-grid` itself fills the 1fr body row. | |
| - `.hero` is `display:flex; flex-direction:column;` with a flexible | |
| `.hero-stage` (`flex:1`) so its figure grows to fill the available | |
| height. The hero's bottom edge is therefore pinned to the grid row. | |
| - `.column` is `display:flex; flex-direction:column;` with | |
| `justify-content: space-between;` so its last card hugs the bottom. | |
| If alignment drifts > 5 px the usual fix is to (a) add one more line of | |
| content to the shortest card, or (b) bump the `.column` gap from 6u to | |
| 7u. Do NOT pad the hero with empty space — visual weight must stay on | |
| the hero figure / table itself. | |
| ----------------------------------------------------------------- */ | |
| .hero-grid { | |
| display: grid; | |
| /* Option A default: hero LEFT 60%, supporting column RIGHT 40%. */ | |
| grid-template-columns: 1.5fr 1fr; | |
| gap: calc(10 * var(--u)); | |
| /* No overflow:hidden here — it would clip the hero/card shadows | |
| (pitfall #6). .poster already clips at the page boundary; | |
| min-height:0 is the grid-blowout guard. */ | |
| min-height: 0; | |
| } | |
| /* HERO panel — the single dominant element. Holds an optional section title, | |
| ONE large figure / table / diagram (full-width inside the panel, no | |
| image border), optional caption, optional 1 small text block. */ | |
| .hero { | |
| display: flex; | |
| flex-direction: column; | |
| gap: calc(5 * var(--u)); | |
| background: var(--bg-card); | |
| border-radius: calc(5 * var(--u)); | |
| border: calc(1 * var(--u)) solid var(--border-soft); | |
| border-left: calc(8 * var(--u)) solid var(--accent); | |
| box-shadow: var(--shadow-hero); | |
| /* Bottom padding trimmed ~5u from the template default to close a small | |
| (~18px) residual gap to the footer-strip -- .hero-stage is flex:1 and | |
| absorbs aside/caption text changes, so this fixed chrome is the only | |
| lever that actually moves the panel's total height. */ | |
| padding: calc(7 * var(--u)) calc(12 * var(--u)) calc(4 * var(--u)); | |
| min-height: 0; | |
| overflow: hidden; | |
| } | |
| .hero .section-title { font-size: var(--fs-7); } | |
| .hero .hero-stage { | |
| /* The hero figure / table region. Fills available vertical space so its | |
| bottom can align with the supporting column's last card bottom. | |
| Flat tint (de-gradiented from posterly original). */ | |
| flex: 1; | |
| display: flex; | |
| flex-direction: column; | |
| justify-content: center; | |
| align-items: center; | |
| background: var(--bg-card-tint); | |
| border-radius: calc(4 * var(--u)); | |
| min-height: 0; | |
| padding: calc(4 * var(--u)); | |
| } | |
| .hero .hero-stage img { | |
| /* IMPORTANT: no border on the hero image. The stage container frames it. | |
| HERO FIGURE CONTRACT: the hero image MUST come from the paper: | |
| <img src="assets/paper_figures/hero.png" data-source="paper" | |
| data-asset-id="hero" alt="..."> | |
| The data-source/data-asset-id pair is required by asset_check and | |
| exempts the image from style_check's palette gate. | |
| FILL: width/height:100% + object-fit:contain makes the picture fill the | |
| stage (letterboxed to its AR) regardless of its natural pixel size. With | |
| the old `width:auto; max-width:100%` a figure whose natural size was | |
| below the rendered stage (~3200px wide at 60x36in) rendered SMALL and | |
| centered, stranding large voids that no gate reliably caught. Generate | |
| the hero figure at >= the stage pixel size and near the stage AR; polish | |
| warns HERO/UNDER-RESOLVED otherwise. */ | |
| width: 100%; | |
| height: 100%; | |
| display: block; | |
| object-fit: contain; | |
| } | |
| /* Placeholder shown when no <img> is present yet — remove once you drop in | |
| your hero figure. Keeps the stage visible during template authoring. */ | |
| .hero .hero-stage .stage-placeholder { | |
| font-family: var(--font-sans); | |
| color: var(--text-muted); | |
| font-size: var(--fs-6); | |
| text-align: center; | |
| line-height: 1.4; | |
| padding: calc(40 * var(--u)) calc(10 * var(--u)); | |
| border: calc(2 * var(--u)) dashed var(--border-soft); | |
| border-radius: calc(6 * var(--u)); | |
| width: 100%; | |
| } | |
| .hero .hero-caption { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-5); | |
| color: var(--text-secondary); | |
| line-height: 1.35; | |
| text-wrap: balance; | |
| } | |
| .hero .hero-caption strong { color: var(--accent-deep); } | |
| .hero .hero-aside { | |
| /* Optional small text block under the figure. Keep to ~2-3 lines so the | |
| figure stays the visual hero. Delete the element if not needed. */ | |
| font-family: var(--font-serif); | |
| font-size: var(--fs-5); | |
| line-height: 1.4; | |
| color: var(--text-primary); | |
| background: var(--bg-emphasis); | |
| border-left: calc(3 * var(--u)) solid var(--accent); | |
| padding: calc(4 * var(--u)) calc(9 * var(--u)); | |
| border-radius: calc(3 * var(--u)); | |
| } | |
| /* SUPPORTING column — 3-4 stacked cards. `justify-content: space-between` | |
| pushes the last card to the column bottom so it bottom-aligns with the | |
| hero (see strict-alignment comment on `.hero-grid` above). */ | |
| .column { | |
| display: flex; | |
| flex-direction: column; | |
| justify-content: space-between; /* anchor last card to column bottom */ | |
| gap: calc(6 * var(--u)); | |
| min-height: 0; | |
| height: 100%; | |
| /* No padding-bottom here: .hero fills its row exactly (flex:1 stage + | |
| overflow:hidden), so any inset here directly becomes the measured | |
| hero/column spread. The row-gap already provides breathing room | |
| above the takeaways strip. */ | |
| } | |
| /* ========================================================= | |
| CARDS (verbatim tokens from sibling template) | |
| ========================================================= */ | |
| .card { | |
| background: var(--bg-card); | |
| border-radius: calc(5 * var(--u)); | |
| padding: calc(4 * var(--u)) calc(9 * var(--u)); | |
| border: calc(1 * var(--u)) solid var(--border-soft); | |
| box-shadow: var(--shadow-card); | |
| position: relative; | |
| } | |
| .card.tinted { background: var(--bg-card-tint); } | |
| .card.card--compact { padding: calc(3 * var(--u)) calc(6 * var(--u)); } /* predefined variant: tighter padding (fix (f)) */ | |
| /* .highlight de-gradiented: flat emphasis tint instead of a linear-gradient. */ | |
| .card.highlight { | |
| border-left: calc(6 * var(--u)) solid var(--accent); | |
| background: var(--bg-emphasis); | |
| } | |
| .section-title { | |
| font-family: var(--font-sans); | |
| font-weight: 700; | |
| font-size: var(--fs-7); | |
| color: var(--accent-deep); | |
| margin-bottom: calc(3 * var(--u)); | |
| display: flex; align-items: center; | |
| gap: calc(5 * var(--u)); | |
| } | |
| /* Title text + any ★ marker share ONE .st-text span, so the heading wraps as | |
| natural text (hanging indent) instead of flex-wrapping atomic items: the | |
| number badge is never stranded on its own line and the ★ never widows. */ | |
| .section-title .st-text { flex: 1; min-width: 0; line-height: 1.18; } | |
| /* Graceful fallback if a title is NOT wrapped in .st-text: float the badge so | |
| bare inline text still wraps beside it rather than dropping below it. */ | |
| .section-title:not(:has(.st-text)) { display: block; line-height: 1.18; } | |
| .section-title:not(:has(.st-text)) .num { float: left; margin-right: calc(5 * var(--u)); } | |
| .section-title .num { | |
| display: inline-flex; align-items: center; justify-content: center; | |
| width: calc(22 * var(--u)); height: calc(22 * var(--u)); | |
| background: var(--accent); color: white; | |
| border-radius: 50%; | |
| font-size: var(--fs-5); font-weight: 700; | |
| flex-shrink: 0; | |
| } | |
| /* Inline "★ key" tag inside a section title (replaces an inline style). */ | |
| .section-title .tag-key { | |
| color: var(--gold); | |
| font-size: var(--fs-4); | |
| } | |
| .body-text, .card p, .card li { | |
| font-family: var(--font-serif); | |
| font-size: var(--fs-4); | |
| line-height: 1.3; | |
| color: var(--text-primary); | |
| } | |
| .card ul, .card ol { padding-left: calc(18 * var(--u)); } | |
| .card li { margin-bottom: calc(2 * var(--u)); } | |
| .keyword { color: var(--accent); font-weight: 700; } | |
| .keyword-gold { color: var(--gold); font-weight: 700; } | |
| .highlight-text { | |
| background: var(--bg-emphasis); | |
| padding: 0 calc(3 * var(--u)); | |
| border-radius: calc(2 * var(--u)); | |
| } | |
| /* Equation block */ | |
| .eqn { | |
| background: var(--bg-emphasis); | |
| border-left: calc(3 * var(--u)) solid var(--accent); | |
| padding: calc(4 * var(--u)) calc(10 * var(--u)); | |
| margin: calc(4 * var(--u)) 0; | |
| font-size: var(--fs-5); | |
| overflow-x: hidden; | |
| } | |
| /* COMPONENTS.md predefined variant: a larger equation when a formula is the | |
| hero of a card. The `calc(var(--fs-N) * k)` form is allowed ONLY for | |
| registered variants like this one (style_check rule 8 / §12.5 nit 1). */ | |
| .eqn--large { font-size: calc(var(--fs-5) * 1.25); } | |
| .eqn .label { | |
| display: block; | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-2); | |
| color: var(--accent); | |
| font-weight: 600; | |
| margin-bottom: calc(2 * var(--u)); | |
| text-transform: uppercase; | |
| letter-spacing: 1px; | |
| } | |
| /* Callout: solid accent for primary; solid gold for theorems / "★ key" strips | |
| (gold .callout de-gradiented to a flat fill). */ | |
| .callout { | |
| background: var(--accent); | |
| color: white; | |
| padding: calc(5 * var(--u)) calc(10 * var(--u)); | |
| border-radius: calc(4 * var(--u)); | |
| font-size: var(--fs-4); | |
| margin: calc(4 * var(--u)) 0; | |
| } | |
| .callout strong { color: var(--gold-soft); } | |
| .callout.gold { | |
| /* --gold was swapped to a dark cool neutral (warm accent seed), so this | |
| variant now needs light text like the base .callout, not accent-deep | |
| (which read as dark-on-dark against the dark gold background). */ | |
| background: var(--gold); | |
| color: white; | |
| } | |
| .callout.gold strong { color: var(--accent-light); } | |
| /* Figure container (still useful inside supporting cards) */ | |
| .figure { margin: calc(4 * var(--u)) 0; text-align: center; } | |
| .figure img:not([class*="w-"]) { width: 100%; } | |
| .figure--wide img { width: 100%; } /* predefined variant: force full card width over any .w-NN (fix (f)) */ | |
| .figure img { | |
| /* FIGURE CONTRACT: figures must come from the paper: | |
| <img src="assets/paper_figures/x.png" data-source="paper" | |
| data-asset-id="x" class="w-95"> | |
| data-source/data-asset-id are required by asset_check + exempt the | |
| image from style_check's palette gate. Use .w-NN utilities (not an | |
| inline width) to size it; the only inline-style exception the gate | |
| allows is `style="width: NN%"` on a data-source="paper" <img>. */ | |
| border-radius: calc(4 * var(--u)); | |
| border: calc(1 * var(--u)) solid var(--border-soft); | |
| background: white; | |
| } | |
| .figure .caption { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-3); | |
| color: var(--text-secondary); | |
| margin-top: calc(3 * var(--u)); | |
| line-height: 1.3; | |
| text-align: left; | |
| } | |
| .figure .caption strong { color: var(--accent-deep); } | |
| /* Float a figure BESIDE text in a TEXT-RICH card: text wraps to its side | |
| and then below it. The clearfix grows the card to contain the float; | |
| mark the <img> data-fig-layout="beside-text" so the AR gates honour the | |
| intentionally small width. Use ONLY when there is enough text to fill the | |
| figure's height -- a text-sparse card should center .figure instead. A | |
| short-text float leaves an L-shaped void below the text, which polish's | |
| FIG/BESIDE-TEXT-VOID flags. */ | |
| .fig-wrap::after { content: ""; display: table; clear: both; } | |
| .ff-fig { | |
| float: right; | |
| width: 48%; max-width: 58%; min-width: 38%; | |
| margin: calc(1 * var(--u)) 0 calc(3 * var(--u)) calc(11 * var(--u)); | |
| text-align: center; | |
| } | |
| .ff-fig.left { | |
| float: left; | |
| margin: calc(1 * var(--u)) calc(11 * var(--u)) calc(3 * var(--u)) 0; | |
| } | |
| .ff-fig img { | |
| display: block; | |
| width: 100%; | |
| border-radius: calc(4 * var(--u)); | |
| border: calc(1 * var(--u)) solid var(--border-soft); | |
| background: white; | |
| } | |
| .ff-fig .caption { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-3); | |
| color: var(--text-secondary); | |
| margin-top: calc(3 * var(--u)); | |
| line-height: 1.3; | |
| text-align: center; | |
| } | |
| /* Result table with .ours row highlighted gold */ | |
| .result-table { | |
| width: 100%; | |
| border-collapse: collapse; | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-3); | |
| margin-top: calc(3 * var(--u)); | |
| } | |
| .result-table th, .result-table td { | |
| padding: calc(2 * var(--u)) calc(4 * var(--u)); | |
| text-align: center; | |
| border-bottom: calc(1 * var(--u)) solid var(--border-soft); | |
| } | |
| .result-table thead th { | |
| background: var(--accent); color: white; | |
| font-weight: 600; font-size: var(--fs-2); | |
| } | |
| .result-table tbody tr.group-row td { | |
| background: var(--bg-emphasis); font-weight: 700; | |
| text-align: left; | |
| color: var(--accent-deep); | |
| padding-left: calc(8 * var(--u)); | |
| border-bottom: calc(2 * var(--u)) solid var(--accent); | |
| } | |
| .result-table tbody tr.ours td { background: var(--gold-soft); font-weight: 700; } | |
| .result-table tbody tr.ours td:first-child { color: var(--accent-deep); } | |
| .result-table .method { text-align: left; padding-left: calc(8 * var(--u)); } | |
| .result-table .best { color: var(--accent); font-weight: 700; } | |
| /* Muted reference row (replaces inline color styles in table cells). */ | |
| .result-table .ref, .result-table .ref td { color: var(--text-muted); } | |
| /* 3-up stat box */ | |
| .keybox { | |
| display: grid; | |
| grid-template-columns: repeat(3, 1fr); | |
| gap: calc(4 * var(--u)); | |
| margin: calc(4 * var(--u)) 0 0; | |
| } | |
| .keybox .kb-item { | |
| background: var(--bg-emphasis); | |
| border-top: calc(2 * var(--u)) solid var(--accent); | |
| padding: calc(3 * var(--u)); | |
| text-align: center; | |
| /* The grid stretches every tile to the tallest one; center the content | |
| vertically so a 1-line tile's number aligns with a 2-line neighbour's | |
| instead of top-ragged (SKILL Layout pitfall — stat-tile alignment). */ | |
| display: flex; flex-direction: column; justify-content: center; | |
| border-radius: 0 0 calc(3 * var(--u)) calc(3 * var(--u)); | |
| } | |
| .kb-item .kb-num { | |
| font-family: var(--font-sans); | |
| font-weight: 800; | |
| font-size: var(--fs-6); | |
| color: var(--accent); | |
| line-height: 1; | |
| } | |
| .kb-item .kb-label { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-1); | |
| color: var(--text-secondary); | |
| margin-top: calc(2 * var(--u)); | |
| line-height: 1.1; | |
| } | |
| /* Optional takeaways strip (delete the section if not needed). | |
| De-gradiented: flat emphasis tint instead of a left-right linear-gradient. */ | |
| .takeaways-strip { | |
| display: grid; | |
| grid-template-columns: auto repeat(4, 1fr); | |
| align-items: center; | |
| gap: calc(10 * var(--u)); | |
| background: var(--bg-emphasis); | |
| border: calc(1 * var(--u)) solid var(--border-soft); | |
| border-radius: calc(5 * var(--u)); | |
| padding: calc(8 * var(--u)) calc(12 * var(--u)); | |
| } | |
| .takeaways-strip .ts-title { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-6); | |
| font-weight: 800; | |
| color: var(--accent-deep); | |
| display: flex; align-items: center; gap: calc(6 * var(--u)); | |
| } | |
| .takeaways-strip .ts-title .num { | |
| display: inline-flex; align-items: center; justify-content: center; | |
| width: calc(22 * var(--u)); height: calc(22 * var(--u)); | |
| background: var(--accent); color: white; | |
| border-radius: 50%; | |
| font-size: var(--fs-5); font-weight: 700; | |
| } | |
| .takeaways-strip .ts-item { | |
| border-left: calc(3 * var(--u)) solid var(--accent); | |
| padding-left: calc(8 * var(--u)); | |
| line-height: 1.3; | |
| text-align: center; | |
| text-wrap: balance; | |
| } | |
| .takeaways-strip .ts-key { | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-3); | |
| font-weight: 700; | |
| color: var(--accent); | |
| text-transform: uppercase; | |
| letter-spacing: 1px; | |
| } | |
| .takeaways-strip .ts-text { | |
| font-family: var(--font-serif); | |
| font-size: var(--fs-4); | |
| margin-left: calc(4 * var(--u)); | |
| } | |
| /* Footer */ | |
| .footer { | |
| grid-column: 1 / -1; | |
| display: flex; justify-content: space-between; align-items: baseline; | |
| /* When the two blocks can't sit side by side they stack (wrap) instead of | |
| overflowing; row-gap keeps the stacked blocks legible. */ | |
| flex-wrap: wrap; gap: calc(2 * var(--u)) calc(10 * var(--u)); | |
| padding-top: calc(8 * var(--u)); | |
| border-top: calc(1 * var(--u)) solid var(--border-soft); | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-5); | |
| color: var(--text-muted); | |
| } | |
| /* Long repo URL / email breaks mid-token rather than overflowing the edge. */ | |
| .footer .repo { color: var(--accent); font-weight: 600; overflow-wrap: anywhere; } | |
| /* Footer method name (replaces an inline color style). */ | |
| .footer .method-name { color: var(--accent-deep); } | |
| /* Optional watermark */ | |
| .ornament { | |
| position: absolute; | |
| right: calc(20 * var(--u)); | |
| bottom: calc(20 * var(--u)); | |
| font-family: var(--font-sans); | |
| font-size: var(--fs-9); | |
| color: var(--ornament-ink); | |
| font-weight: 900; | |
| letter-spacing: 4px; | |
| pointer-events: none; | |
| user-select: none; | |
| } | |
| /* ========================================================= | |
| UTILITIES — replace inline `style=` attributes in the markup. | |
| These exist so the template body can stay 100% inline-style-free | |
| (style_check rule 2). Add new utilities here, never an inline style. | |
| ========================================================= */ | |
| /* ========================================================= | |
| DENSITY COMPONENTS (catalogued — see COMPONENTS.md). | |
| Guardrail: no component-local color semantics. Distinction is | |
| carried by labels, order and typography — never by new hues. | |
| ========================================================= */ | |
| /* equation-stack: compact multi-row formula stack (denser than one big .eqn) */ | |
| .equation-stack { margin: calc(2 * var(--u)) 0; } | |
| .equation-stack .eqn { margin: calc(2 * var(--u)) 0; padding: calc(2 * var(--u)) calc(8 * var(--u)); } | |
| /* eqn-anatomy: term-by-term anatomy grid (2x2 default; --row variant = 1x4) */ | |
| .eqn-anatomy { | |
| display: grid; grid-template-columns: 1fr 1fr; | |
| gap: calc(2.5 * var(--u)); margin: calc(3 * var(--u)) 0; | |
| } | |
| .eqn-anatomy.eqn-anatomy--row { grid-template-columns: repeat(4, 1fr); } | |
| .eqn-anatomy .ea-item { | |
| background: var(--bg-card-tint); | |
| border: 1px solid var(--border-soft); | |
| border-left: calc(2 * var(--u)) solid var(--accent); | |
| border-radius: calc(2 * var(--u)); | |
| padding: calc(2 * var(--u)) calc(4 * var(--u)); | |
| font-size: var(--fs-2); line-height: 1.3; | |
| } | |
| .eqn-anatomy .ea-tag { | |
| display: inline-block; font-family: var(--font-sans); font-weight: 700; | |
| font-size: var(--fs-1); color: var(--accent-deep); | |
| background: var(--accent-light); border-radius: calc(1.5 * var(--u)); | |
| padding: calc(0.5 * var(--u)) calc(2.5 * var(--u)); | |
| margin-right: calc(1.5 * var(--u)); | |
| } | |
| /* flow-strip: labeled pipeline, ALL steps the same accent; ONLY the | |
| final step may carry the gold top bar. Not an "algorithm" unless the | |
| paper has one — see COMPONENTS.md. */ | |
| .flow-strip { display: flex; align-items: stretch; gap: calc(1.5 * var(--u)); margin: calc(3 * var(--u)) 0; } | |
| .flow-strip .step { | |
| flex: 1; background: var(--accent-light); | |
| border: 1px solid var(--accent-soft); border-radius: calc(2 * var(--u)); | |
| padding: calc(2 * var(--u)) calc(2.5 * var(--u)); | |
| text-align: center; font-size: var(--fs-2); line-height: 1.25; | |
| } | |
| .flow-strip .step .step-name { | |
| display: block; font-family: var(--font-sans); font-weight: 700; | |
| font-size: var(--fs-1); color: var(--accent-deep); | |
| letter-spacing: 0.5px; text-transform: uppercase; | |
| margin-bottom: calc(1 * var(--u)); | |
| } | |
| .flow-strip .step--final { border-top: calc(1.5 * var(--u)) solid var(--gold); background: var(--gold-soft); } | |
| .flow-strip .arrow { | |
| align-self: center; color: var(--accent); | |
| font-family: var(--font-sans); font-weight: 700; font-size: var(--fs-4); | |
| flex: 0 0 auto; | |
| } | |
| /* figure--duo: two paper figures sharing one caption; each img MUST be | |
| a data-source="paper" asset and carry .w-45/.w-50 (42-48% each). */ | |
| .figure--duo { display: flex; gap: calc(3 * var(--u)); align-items: flex-start; justify-content: center; } | |
| .figure--duo img { max-width: 48%; min-width: 0; } /* hard cap: duo contract is 42-48% each; an oversized w-NN cannot overflow the card */ | |
| /* result-table derived column (gold-soft = DERIVED arithmetic; label it) */ | |
| .result-table th.derived, .result-table td.derived { | |
| background: var(--gold-soft); font-family: var(--font-sans); font-weight: 700; | |
| } | |
| /* keybox 4-up variant */ | |
| .keybox.keybox--4 { grid-template-columns: repeat(4, 1fr); } | |
| /* algo: compact numbered procedure — ONLY when the paper itself states | |
| an explicit algorithm/procedure; never invent steps. */ | |
| ol.algo { padding-left: calc(16 * var(--u)); } | |
| ol.algo li { margin-bottom: calc(1.5 * var(--u)); font-size: var(--fs-3); line-height: 1.3; } | |
| /* claim-pills: provenance mini-table (numeric-heavy posters only) */ | |
| .claim-pills { width: 100%; border-collapse: collapse; font-family: var(--font-sans); font-size: var(--fs-2); } | |
| .claim-pills td { | |
| border-bottom: 1px solid var(--border-soft); | |
| padding: calc(1.5 * var(--u)) calc(3 * var(--u)); | |
| } | |
| .claim-pills .cp-id { | |
| font-weight: 700; color: var(--accent-deep); background: var(--accent-light); | |
| border-radius: calc(1.5 * var(--u)); padding: 0 calc(2.5 * var(--u)); white-space: nowrap; | |
| } | |
| .claim-pills .cp-fact { color: var(--accent-deep); font-weight: 700; } | |
| .claim-pills .cp-derived { color: var(--gold); font-weight: 700; } | |
| /* Grid-blowout guards: (1) columns may shrink below min-content so a | |
| wide equation can never widen its track and squeeze siblings; | |
| (2) over-wide display math scales down to fit its box instead of | |
| blowing out the card (SVG keeps aspect via height:auto). */ | |
| .body-grid > .column { min-width: 0; } | |
| .card { min-width: 0; } | |
| .eqn mjx-container > svg { max-width: 100%; height: auto; } | |
| /* ── Utility classes — defined LAST so equal-specificity ties | |
| resolve in the utility's favor (source order). ── */ | |
| .fs-1 { font-size: var(--fs-1); } | |
| .fs-2 { font-size: var(--fs-2); } | |
| .fs-3 { font-size: var(--fs-3); } | |
| .fs-4 { font-size: var(--fs-4); } | |
| .fs-5 { font-size: var(--fs-5); } | |
| .fs-6 { font-size: var(--fs-6); } | |
| .fs-7 { font-size: var(--fs-7); } | |
| .fs-8 { font-size: var(--fs-8); } | |
| .fs-9 { font-size: var(--fs-9); } | |
| .mt-1 { margin-top: calc(1 * var(--u)); } | |
| .mt-2 { margin-top: calc(2 * var(--u)); } | |
| .mt-3 { margin-top: calc(3 * var(--u)); } | |
| .mt-4 { margin-top: calc(4 * var(--u)); } | |
| .mt-5 { margin-top: calc(5 * var(--u)); } | |
| .mt-6 { margin-top: calc(6 * var(--u)); } | |
| .mb-1 { margin-bottom: calc(1 * var(--u)); } | |
| .mb-2 { margin-bottom: calc(2 * var(--u)); } | |
| .mb-3 { margin-bottom: calc(3 * var(--u)); } | |
| .mb-4 { margin-bottom: calc(4 * var(--u)); } | |
| /* Sub-line residual alignment lever (SKILL.md): grows the column's last | |
| card by a fraction of a text line without reflowing any text. */ | |
| .pb-4 { padding-bottom: calc(4 * var(--u)); } | |
| .w-45 { width: 45%; } | |
| .w-50 { width: 50%; } | |
| .w-55 { width: 55%; } | |
| .w-60 { width: 60%; } | |
| .w-65 { width: 65%; } | |
| .w-70 { width: 70%; } | |
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| /* ========================================================= | |
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| RETARGET: width/height must match @page size in the CANVAS block. | |
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| html, body { background: white; } | |
| .poster { margin: 0; box-shadow: none; width: 48in; height: 36in; page-break-after: avoid; } | |
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| } | |
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| </head> | |
| <body> | |
| <div class="poster" data-measure-role="poster"> | |
| <!-- =========================== HEADER =========================== --> | |
| <header class="header" data-measure-role="header"> | |
| <!-- LEFT: venue badge -- the source paper's real venue is named, so this earns a badge. --> | |
| <div class="venue-badge"> | |
| <div class="vb-venue">ICML</div> | |
| <div class="vb-year">2026</div> | |
| <div class="vb-tag">REPRO</div> | |
| </div> | |
| <!-- CENTER: title block. Any qualifier tag (e.g. "[ A Reproduction ]") goes | |
| INLINE on the title line, not stacked below. Author + affiliation share | |
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| <div class="title-block"> | |
| <h1 class="title">Large-Scale Notification Dispatch with Bundle Treatments and Multi-Outcome Uplift Optimization <span class="accent">[ A Reproduction ]</span></h1> | |
| <div class="subtitle">Does BUOPLR's two-stage idea actually beat the natural alternatives? A synthetic-proxy mechanism test — no code, data, or arXiv version of the paper exists.</div> | |
| <div class="authors-line"> | |
| <span class="author">Independent reproduction agent</span> · | |
| <span class="aff">ICML 2026 Agent Repro Challenge · Hugging Face × AlphaXiv</span> | |
| </div> | |
| </div> | |
| <!-- RIGHT: no logo, no QR available at draft time (target Space URL only known after publish). --> | |
| <div class="right-block"></div> | |
| </header> | |
| <!-- ===================== BODY: HERO-GRID ===================== | |
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| <div class="hero-grid" data-measure-role="body"> | |
| <!-- ============ HERO PANEL (LEFT, ~60%) ============ --> | |
| <section class="hero" data-measure-role="hero" data-logbook-target="claim-2-buoplr-vs-sota-offline" data-logbook-label="Claim 2: BUOPLR vs SOTA offline"> | |
| <!-- Optional section title above the hero figure. Drop this whole div if | |
| you want the figure to fill more vertical space. --> | |
| <div class="section-title"><span class="num">1</span><span class="st-text">BUOPLR Is the Best Non-Oracle Pipeline <span class="tag-key">★ Main message</span></span></div> | |
| <!-- HERO STAGE: our own reproduction figure -- not a paper figure (none | |
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| <div class="hero-stage"> | |
| <img src="outputs/figs_scaled/pipeline_comparison.png" alt="Realized main-outcome uplift by pipeline, n=500,000 held-out users"> | |
| </div> | |
| <!-- Optional caption directly under the hero. --> | |
| <div class="hero-caption"> | |
| <strong>Figure 1.</strong> Realized main-outcome uplift, 500,000 held-out users, seven | |
| (uplift model × assignment) pipelines. BUOPLR (gold) is the best. | |
| </div> | |
| <!-- Optional small text block. Keep it short so the figure stays the hero. --> | |
| <div class="hero-aside"> | |
| No code, data, or arXiv exists, so this is a | |
| <span class="keyword">synthetic-proxy test</span>, 500,000–2,000,000 | |
| users, on Hugging Face Jobs. | |
| </div> | |
| </section> | |
| <!-- ============ SUPPORTING COLUMN (RIGHT, ~40%) ============ | |
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| <div class="column" data-measure-role="column"> | |
| <div class="card highlight" data-measure-role="card" data-logbook-target="claim-1-online-a-b-dau-lift-0-5" data-logbook-label="Claim 1: Online A/B DAU lift (+0.5%)"> | |
| <div class="section-title"><span class="num">2</span><span class="st-text">The Paper's Claims</span></div> | |
| <p class="body-text"> | |
| Paper reports <span class="keyword">+0.5% DAU</span> on Kuaishou and that | |
| <span class="keyword">BUOPLR</span> beats SOTA offline, though | |
| <span class="highlight-text">no arXiv, code, or dataset exists</span>. | |
| </p> | |
| </div> | |
| <div class="card" data-measure-role="card"> | |
| <div class="section-title"><span class="num">3</span><span class="st-text">Stage 1: Shared Multi-Task Uplift</span></div> | |
| <p class="body-text"> | |
| Our formalization (real architecture unpublished): a shared-trunk network $f_\theta$ | |
| predicts all $M$ outcomes jointly from $x$ and bundle $b\!\in\!\{0,1\}^K$ — cross-outcome | |
| structure learned together, not per-slot in isolation. | |
| </p> | |
| <div class="eqn"> | |
| <span class="label">Uplift estimate</span> | |
| $$\hat\tau_m(x,b) \;=\; f_\theta(x,b)_m \;-\; f_\theta(x,\mathbf{0})_m$$ | |
| </div> | |
| </div> | |
| <div class="card" data-measure-role="card"> | |
| <div class="section-title"><span class="num">4</span><span class="st-text">Stage 2: Restricted Lagrangian Relaxation</span></div> | |
| <p class="body-text"> | |
| Each user $i$ is pruned to a small set $\mathcal{C}_i$; dual variables $\lambda$ price | |
| the few global constraints $g(\cdot)$ left instead of an exact combinatorial LP. | |
| </p> | |
| <div class="eqn"> | |
| <span class="label">Restricted dual assignment</span> | |
| $$\max_{b_i \in \mathcal{C}_i} \; \sum_i \big[\hat\tau(x_i,b_i) - \lambda^\top g(x_i,b_i)\big]$$ | |
| </div> | |
| <div class="callout gold"> | |
| <strong>Why it scales.</strong> Pruning turns an intractable $N \!\times\! 2^K$ problem | |
| into an $O(N \!\cdot\! |\mathcal{C}|)$ update per iteration. | |
| </div> | |
| </div> | |
| <div class="card highlight" data-measure-role="card" data-logbook-target="claim-2-buoplr-vs-sota-offline" data-logbook-label="Claim 2: BUOPLR vs SOTA offline"> | |
| <div class="section-title"><span class="num">5</span><span class="st-text">Numbers at a Glance</span></div> | |
| <p class="body-text text-secondary fs-3 mb-2"> | |
| n=500,000 held-out users, all constraints satisfied. | |
| </p> | |
| <div class="keybox"> | |
| <div class="kb-item"><div class="kb-num nowrap">98.3%</div><div class="kb-label">of oracle<br>value</div></div> | |
| <div class="kb-item"><div class="kb-num nowrap">+19.6%</div><div class="kb-label">vs. additive<br>baseline</div></div> | |
| <div class="kb-item"><div class="kb-num nowrap">51.5×</div><div class="kb-label">faster than<br>exact LP</div></div> | |
| </div> | |
| <div class="callout mt-4"> | |
| Exact LP is intractable past ~5,000 users; BUOPLR scales near-linearly | |
| to 2,000,000 users. | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- ============================ OPTIONAL TAKEAWAYS STRIP ============================ --> | |
| <section class="takeaways-strip" data-measure-role="footer-strip" data-logbook-target="conclusion" data-logbook-label="Conclusion"> | |
| <div class="ts-title"><span class="num">6</span> Takeaways</div> | |
| <div class="ts-item"><span class="ts-key">Idea.</span><span class="ts-text">Bundle-aware, multi-outcome uplift beats treating each notification independently.</span></div> | |
| <div class="ts-item"><span class="ts-key">Method.</span><span class="ts-text">Decoupling uplift estimation from a restricted-space Lagrangian relaxation makes an intractable assignment scalable.</span></div> | |
| <div class="ts-item"><span class="ts-key">Result.</span><span class="ts-text">BUOPLR reaches 98.3% of oracle value and scales near-linearly to 2,000,000 users on our synthetic proxy.</span></div> | |
| <div class="ts-item"><span class="ts-key">Practical.</span><span class="ts-text">Claim 1's real DAU lift on Kuaishou is not independently verifiable outside their production stack.</span></div> | |
| </section> | |
| <!-- ============================ FOOTER ============================ --> | |
| <div class="footer" data-measure-role="footer"> | |
| <div> | |
| <strong class="method-name">BUOPLR reproduction</strong> · ICML 2026 (paper venue) · | |
| Paper: OpenReview 8GH752ZJ5j — no arXiv/code/data exists. | |
| </div> | |
| <div> | |
| Job: <span class="repo">hf.co/jobs/Firemedic15/6a5a386e...</span> · | |
| Artifacts: <span class="repo">hf.co/datasets/Firemedic15/buoplr-repro-artifacts</span> | |
| </div> | |
| </div> | |
| <!-- Optional watermark — delete if you don't want it. --> | |
| <div class="ornament">ICML 2026 AGENT REPRO CHALLENGE</div> | |
| </div> | |
| </body> | |
| </html> | |
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