Robotics
PyTorch
Cosmos
xperience10m_task_baseline_suite
embodied-ai
multimodal
xperience-10m
baseline
evaluation
qwen3-omni
Instructions to use cy0307/ropedia-xperience-10m-task-baselines with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Cosmos
How to use cy0307/ropedia-xperience-10m-task-baselines with Cosmos:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
File size: 39,675 Bytes
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<title>Research Roadmap | Ropedia Xperience-10M Task Suite</title>
<meta name="description" content="Focused research roadmap connecting the Xperience-10M 20-task suite, four research tracks, current sample results, Qwen3-Omni fine-tuning, and foundation-model branch selection.">
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<body>
<div class="page-progress" aria-hidden="true"><span></span></div>
<div class="scroll-companion" id="scrollCompanion" aria-live="polite">
<div class="scroll-status" aria-label="Reading progress">
<strong id="scrollPercent">0%</strong>
<span id="scrollSection">Top</span>
</div>
<button class="back-to-top" id="backToTop" type="button" aria-label="Back to top">Top</button>
</div>
<nav class="site-nav">
<div class="wrap nav-inner">
<a class="brand" href="index.html" aria-label="Ropedia Xperience-10M Task Suite home">
<img src="assets/brand/xperience10m-logo-mark-192.png" alt="" aria-hidden="true" width="38" height="38">
<span>Ropedia Xperience-10M Task Suite</span>
</a>
<div class="nav-links" aria-label="Page navigation">
<a href="index.html">Project</a>
<a class="active" href="research_roadmap.html">Roadmap</a>
<a href="index.html#suite">Tasks</a>
<a href="index.html#takeaways">Results</a>
<a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/THREE_FOUNDATION_PIPELINES.md">Scale-up note</a>
<a href="index.html#glossary">Glossary</a>
<a href="single_episode_explorer.html">Explorer</a>
<a class="primary" href="https://huggingface.co/spaces/cy0307/ropedia-xperience-10m-task-suite">HF</a>
<a class="primary" href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite">Repo</a>
</div>
</div>
</nav>
<header class="hero">
<div class="wrap hero-grid">
<div>
<div class="eyebrow">20 tasks / 4 tracks / scale-up path</div>
<h1>Research Roadmap Details.</h1>
<p class="hero-copy">
A focused roadmap page for the project path: current public-sample task
evidence, four research tracks, the selected-episode Qwen3-Omni scale-up
path, Cosmos 3 / policy-model branch choices, and the future
Xperience-native foundation-model pretraining goal. The page is generated
from the same artifact data as the public matrix and uses simple anchors
instead of nested controls.
</p>
<div class="hero-actions">
<a class="button primary" href="#stage-timeline">Stage timeline</a>
<a class="button" href="#research-tracks">Research tracks</a>
<a class="button" href="#task-coverage">20-task coverage</a>
<a class="button" href="index.html#roadmap">Back to main roadmap</a>
</div>
</div>
<aside class="hero-panel" aria-label="Roadmap route">
<div class="route">
<div class="route-step">
<strong>01</strong>
<div><b>Public sample</b><span>20 task contracts and current baselines</span></div>
<em id="routeSample">1 episode</em>
</div>
<div class="route-step">
<strong>02</strong>
<div><b>Data preparation</b><span>episode-level split and missing-view manifest</span></div>
<em id="routeData">32 target</em>
</div>
<div class="route-step">
<strong>03</strong>
<div><b>Omni + branches</b><span>Qwen3-Omni first, Cosmos 3 and policy models next, native pretraining later</span></div>
<em id="routeOmni">pending data</em>
</div>
</div>
</aside>
</div>
</header>
<main>
<div class="wrap facts" id="facts" aria-label="Roadmap facts"></div>
<section class="roadmap-section" id="roadmap-app">
<div class="wrap">
<div class="section-head">
<h2>From one public sample to multi-episode embodied-AI experiments.</h2>
<p>
The roadmap keeps stage timing, research
tracks, linked tasks, scale-up gates, and source mirrors visible without
a separate track selector.
</p>
</div>
<div class="roadmap-jump-nav" aria-label="Roadmap detail sections">
<a href="#stage-timeline">Stage timeline</a>
<a href="#research-tracks">Research tracks</a>
<a href="#scale-up">Scale-up gates</a>
<a href="#task-coverage">20-task coverage</a>
<a href="#source-mirrors">Source mirrors</a>
</div>
<div class="static-summary" aria-label="Roadmap quick read">
<article class="static-card"><small>Stage status</small><strong>Implementation state before task detail.</strong><p>Shipped, active, planned, and future stages stay separate from ambition.</p></article>
<article class="static-card"><small>Then compare</small><strong>Four tracks reuse the same 20 tasks.</strong><p>Human motion, 3D/4D reconstruction, egocentric interaction, and world modeling are research views over the shared task suite.</p></article>
<article class="static-card"><small>Source mirrors</small><strong>Structured data remains attached below.</strong><p>JSON mirrors and GitHub notes support validation, reproduction, and citation checks.</p></article>
</div>
<noscript>
<div class="loading">JavaScript is disabled, so the generated task cards are not expanded here. The quick summary, navigation links, and structured roadmap mirrors below remain available.</div>
</noscript>
<div id="loading" class="loading">Loading roadmap artifacts...</div>
<div class="roadmap-detail-flow" id="app" hidden>
<section class="reader-section" id="stage-timeline" aria-label="Stage timeline">
<div class="reader-section-head">
<div>
<div class="panel-label">01 / Stage timeline</div>
<h2>What has shipped, what is active, and what remains future work.</h2>
</div>
<p>The timeline keeps implementation state separate from ambition: public-sample task work, selected-episode baselines, Qwen3-Omni diagnostics, branch experiments, and the long-range pretraining goal.</p>
</div>
<div class="stage-timeline" id="phaseTimeline"></div>
</section>
<section class="reader-section" id="research-tracks" aria-label="Research tracks and linked tasks">
<div class="reader-section-head">
<div>
<div class="panel-label">02 / Research tracks</div>
<h2>Four tracks with their task evidence kept together.</h2>
</div>
<p>Each track lists the linked 20-task-suite heads, current evidence state, next steps, and extension probes in one card. Nothing is hidden behind a selected-track side panel.</p>
</div>
<div class="track-stack" id="trackStack"></div>
</section>
<section class="reader-section" id="scale-up" aria-label="Scale-up and model branch gates">
<div class="reader-section-head">
<div>
<div class="panel-label">03 / Scale-up gates</div>
<h2>Data preparation and model-branch decisions.</h2>
</div>
<p>This section keeps the selected-episode gate, Qwen3-Omni pilot contract, and foundation-model branch matrix separate from the task cards so the training route stays clear.</p>
</div>
<div class="scale-grid" id="scaleCards"></div>
</section>
<section class="reader-section" id="task-coverage" aria-label="All 20 task coverage">
<div class="reader-section-head">
<div>
<div class="panel-label">04 / 20-task coverage</div>
<h2>All task contracts in one index.</h2>
</div>
<p>The compact task index is for scanning. It shows each task’s output, metric, and direction roles without forcing another navigation layer.</p>
</div>
<div class="task-index-grid" id="taskIndex"></div>
</section>
</div>
<p class="artifact-note" id="source-mirrors">Structured mirrors for scripts and validators are attached here. The sections above summarize the roadmap before these records.</p>
<div class="artifact-row" aria-label="Structured roadmap mirrors">
<a href="data/research_roadmap_interactive.json">Roadmap detail data</a>
<a href="data/foundation_model_plan.json">Foundation-plan mirror</a>
<a href="data/research_directions.json">Research-track mirror</a>
<a href="data/task_walkthroughs.json">Task walkthrough mirror</a>
<a href="data/summary_metrics.json">Summary-metric mirror</a>
<a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/RESEARCH_ROADMAP.md">Roadmap document</a>
</div>
</div>
</section>
</main>
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|