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Publish Xperience-10M task-suite derived artifacts
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metadata
license: other
pretty_name: Xperience-10M Episode Task Suite Artifacts
tags:
  - robotics
  - embodied-ai
  - multimodal
  - ropedia
  - xperience-10m
  - evaluation
  - baseline
  - retrieval
task_categories:
  - robotics
  - time-series-forecasting
  - text-retrieval
language:
  - en
size_categories:
  - n<1K

Xperience-10M Episode Task Suite Artifacts

This dataset repo contains the derived evidence layer for the public Xperience-10M sample episode released by Ropedia: metrics, predictions, manifests, charts, diagrams, notes, and reproduction scripts.

It does not contain raw Xperience-10M videos or raw annotation.hdf5. Download raw data only from the official Ropedia / Hugging Face sources and follow their terms.

Current scale-up status: the full ropedia-ai/xperience-10m Hugging Face dataset is still gated for this account. The A100 relay has been configured to poll access, download a 32-episode stratified pilot subset after approval, validate it, transfer it to H20, and run the readiness gate. Until that completes, the committed Qwen3-Omni artifacts remain smoke/debug evidence, not real 32-episode held-out metrics.

Why This Repo Exists

This is the reviewable half of the project. You can inspect the task outputs, compare the committed metrics, and understand the single-episode limitations without downloading the raw videos first.

What Is Included

  • results/**/*.json: verified metrics and metadata
  • results/**/*.csv: predictions, confusion matrices, per-class metrics, windows, boundaries
  • docs/assets/*.svg and docs/assets/*.png: generated diagrams, charts, and ChatGPT-image-backed overview figures
  • docs/assets/task_suite_infographic.png: ChatGPT-image-backed infographic with low-resolution public-sample modality thumbnails, including audio waveform context, and verified metric overlays
  • docs/data/summary_metrics.json: dashboard-readable summary bundle
  • scripts/*.py: reproduction scripts
  • notes/*.md: interpretation and reproducibility notes

Large derived .npz arrays are intentionally kept in the companion model repo where the minimal baseline weights live:

https://huggingface.co/cy0307/ropedia-minimal-task-baselines

Links

Scope

The artifacts validate one public sample episode:

  • 5,821 aligned frames
  • 1,161 sliding windows
  • 8,378 current feature dimensions, with audio documented but not featurized
  • 12 supervised/self-supervised task definitions
  • chronological 70/30 split

For research claims, rerun the same scripts over many episodes and evaluate on held-out episodes.

Pending 32-Episode Pilot

Item Value
Selection strategy stratified round-robin across top-level session UUIDs
Candidate scan first 64 top-level session UUIDs
Valid complete candidates 680
Selected pilot episodes 32 from 32 session UUIDs
Estimated raw subset about 72.0 GB
Excluded file type visualization.rrd
Blocker HF gated dataset approval pending

12-task infographic

Verified episode pipeline

Minimal task architectures