PocketSPAR
Search from Real-World Images
Free · Designed for iPad
PocketSPAR is a research app for Stable Planning through Aligned Representations (SPAR) in Model-Based RL for planning with learned heuristics that runs fully on-device.
PocketSPAR is a research app for studying visual planning with Stable Planning through Aligned Representations (SPAR) on iPhone and iPad.
The app runs prepared PocketSPAR profiles. A profile can include Core ML models, observation specifications, action labels, latent dimensions, and search settings prepared with PocketSPAR Bundler.
PocketSPAR supports SPAR-compatible domains such as Sokoban and Rubik's Cube. Profiles define their own required view count, action space, latent dimension, and search configuration.
Core workflows:
- Install a .pocketsparprofile file or a trusted HTTPS catalog profile.
- Capture or import start and goal observations.
- Inspect decoded latent-state reconstructions before search.
- Configure compute policy, memory strategy, batch size, and node limits.
- Run local Q* search with the profile's world model and heuristic function.
- Review solution cost, generated nodes, expanded nodes, elapsed time, and action sequence.
- Save sessions and export outputs for later comparison.
Camera frames and imported images are processed on device unless you explicitly export or share them, or send a solution preview to a local-network SokobanDemo instance.
Ratings & Reviews
The developer, Misagh Soltani, indicated that the app’s privacy practices may include handling of data as described below. For more information, see the developer’s privacy policy .
Data Not Linked to You
The following data may be collected but it is not linked to your identity:
- Usage Data
- Diagnostics
Accessibility
The developer has not yet indicated which accessibility features this app supports. Learn More
Information
- Seller
- Misagh Soltani
- Size
- 15.4 MB
- Category
- Education
- Compatibility
Requires iOS 17.0 or later.
- iPhone
Requires iOS 17.0 or later. - iPad
Requires iPadOS 17.0 or later. - Mac
Requires macOS 14.0 or later and a Mac with Apple M1 chip or later. - Apple Vision
Requires visionOS 1.0 or later.
- iPhone
- Languages
- English
- Age Rating
4+
- 4+
- Copyright
- © 2026 Misagh Soltani
