| --- |
| license: apache-2.0 |
| language: |
| - en |
| pretty_name: MobileForge Exploration Trajectories |
| tags: |
| - mobileforge |
| - mobile-gui-agent |
| - android |
| - gui-exploration |
| - mobilegym |
| - curriculum-generation |
| task_categories: |
| - reinforcement-learning |
| - text-generation |
| viewer: false |
| --- |
| |
| # MobileForge Exploration Trajectories |
|
|
| Anonymous project: https://mobileforge-anonymous.github.io/ |
| Anonymous code: https://github.com/mobileforge-anonymous/MobileForge |
|
|
| This dataset contains the target-app exploration trajectories used by MobileForge before MobileGym-Curriculum generates executable adaptation tasks. |
|
|
| <!-- mobileforge-release-inventory:start --> |
| Release inventory `raw`: files=539; bytes=3995527793; sha256=798b58729f5bfee7a0f929371500d3532f15343524a5e14bb14fc4132480d963 |
| Release inventory `final`: files=6071; bytes=2474994885; sha256=3a336c6dc6724e2561d24165ba714eab3ea8f00e9ee10fc7037fce0eadf2e415 |
| <!-- mobileforge-release-inventory:end --> |
|
|
| ## Role in MobileForge |
|
|
| MobileForge starts from annotation-free target-app exploration. The exploration stage collects function-aware interaction trajectories from 20 Android apps. MobileGym-Curriculum then mines these traces into executable task candidates, which are later used for rollout, hierarchical evaluation, and HiFPO training. |
|
|
| The Hugging Face Dataset Viewer is disabled because the repository contains compressed trajectory objects and APK files. The lightweight JSON summaries in `final/` are the recommended entry point. |
|
|
| ## Splits |
|
|
| | Split | Path | Apps | Files | Size | Description | |
| | --- | --- | ---: | ---: | ---: | --- | |
| | Sanitized exploration artifacts | `raw/` | 20 | 539 | 3.72 GB | Sanitized and deterministically rebuilt exploration artifacts, including compressed trajectory objects and app metadata. | |
| | Parsed summaries | `final/` | 20 | 6071 | 2.31 GB | Parsed/final exploration outputs used for curriculum generation. | |
|
|
| ## High-level statistics |
|
|
| The parsed `final/` summaries contain 520 exploration trajectories over 20 apps, with 511 successful trajectories and 5,839 total interaction steps. |
|
|
| | App | Package | Trajectories | Successful | Steps | |
| | --- | --- | ---: | ---: | ---: | |
| | Retro Music | `code.name.monkey.retromusic` | 38 | 35 | 452 | |
| | Camera | `com.android.camera2` | 17 | 15 | 111 | |
| | Chrome | `com.android.chrome` | 26 | 26 | 359 | |
| | Settings | `com.android.settings` | 15 | 15 | 131 | |
| | Pro Expense | `com.arduia.expense` | 25 | 24 | 200 | |
| | Audio Recorder | `com.dimowner.audiorecorder` | 16 | 16 | 232 | |
| | Broccoli | `com.flauschcode.broccoli` | 63 | 63 | 594 | |
| | Contacts | `com.google.android.contacts` | 30 | 30 | 252 | |
| | Clock | `com.google.android.deskclock` | 33 | 33 | 308 | |
| | Files | `com.google.android.documentsui` | 41 | 41 | 446 | |
| | Calendar | `com.simplemobiletools.calendar.pro` | 15 | 15 | 212 | |
| | Draw | `com.simplemobiletools.draw.pro` | 27 | 25 | 242 | |
| | Gallery | `com.simplemobiletools.gallery.pro` | 14 | 13 | 196 | |
| | SMS Messenger | `com.simplemobiletools.smsmessenger` | 28 | 28 | 288 | |
| | OpenTracks | `de.dennisguse.opentracks` | 16 | 16 | 221 | |
| | Joplin | `net.cozic.joplin` | 20 | 20 | 172 | |
| | Markor | `net.gsantner.markor` | 35 | 35 | 594 | |
| | OsmAnd | `net.osmand` | 23 | 23 | 368 | |
| | Tasks | `org.tasks` | 21 | 21 | 303 | |
| | VLC | `org.videolan.vlc` | 17 | 17 | 158 | |
|
|
| ## Directory layout |
|
|
| ```text |
| exploration-trajectories/ |
| manifest.json |
| raw/ |
| <app_package>/ |
| app_info.json |
| <trajectory_id>.pkl.zst |
| <app_package>.apk |
| final/ |
| <app_package>/ |
| app_info.json |
| statistics.json |
| trajectories_summary.json |
| ``` |
|
|
| `app_info.json` records the app name, package, version, and main activity. `statistics.json` summarizes app-level trajectory counts and step counts. `trajectories_summary.json` contains one record per explored trajectory with the trajectory id, depth, exploration goal, step count, success flag, raw file path, and start time. |
|
|
| Example `trajectories_summary.json` record: |
|
|
| ```json |
| { |
| "trajectory_id": "260114181539.908106_D7E48636EB451E79", |
| "depth": 1, |
| "goal": "Allow the app to send notifications, then find and open the contact ...", |
| "steps_count": 12, |
| "success": true, |
| "file_path": "exploration_output_parallel_26011201/com.google.android.contacts/260114181539.908106_D7E48636EB451E79.pkl.zst", |
| "start_time": "2026-01-14T18:15:39" |
| } |
| ``` |
|
|
| ## Download examples |
|
|
| Download only parsed summaries: |
|
|
| ```python |
| from huggingface_hub import snapshot_download |
| |
| local_dir = snapshot_download( |
| repo_id="mobileforge-anonymous/mobileforge-exploration-trajectories", |
| repo_type="dataset", |
| allow_patterns=[ |
| "manifest.json", |
| "final/*/app_info.json", |
| "final/*/statistics.json", |
| "final/*/trajectories_summary.json", |
| ], |
| ) |
| ``` |
|
|
| Load a summary file: |
|
|
| ```python |
| import json |
| from pathlib import Path |
| |
| summary_path = Path(local_dir) / "final/com.google.android.contacts/trajectories_summary.json" |
| records = json.loads(summary_path.read_text()) |
| print(records[0]) |
| ``` |
|
|
| ## Notes |
|
|
| - The `raw/` split contains anonymized compressed exploration objects and the original third-party APKs for reproducibility. |
| - The `final/` split is usually sufficient for inspecting exploration coverage and reproducing MobileGym-Curriculum task mining. |
| - Compressed pickle objects should be treated as executable Python serialization. Load them only in a trusted research environment. |
| - APK redistribution may be subject to the upstream app licenses. Use this dataset for research and reproducibility. |
|
|
| ## Citation |
|
|
| Citation information is withheld during double-blind review. |
|
|
