Example use cases
- Class-incremental recognition walkthroughs
- Adapter routing explanation for research visitors
- Public presentation support for reviewers and judges
Demo
A live entry point for exploring NH-LoRA behavior.
The public demo is hosted externally while this website provides the research context, supported flow, and limitations.
External demo preview
The interactive experience opens in the hosted demo environment. This shell keeps the research context close to the app entry point.
Open Interactive DemoFlow
How it works.
The demo is intentionally treated as an interactive preview rather than a benchmark claim.
- 1
Upload or select an image input in the external demo environment.
- 2
Inspect the model response and compare it with the expected task setting.
- 3
Use the website resources to connect the demo behavior with method and experiment artifacts.
Supported features
- Live editing before predict
- External Hugging Face Space entry point
- Fast and light process
Known limitations
- The hosted demo may have cold starts or quota limits.
- Demo behavior should be treated as a preview, not a final benchmark claim.
- Final model checkpoints and UI copy can be replaced as the research stabilizes.