Use cases
Applications for preference models, direct decisions, spatial outputs and less computation.
Choose a practical application. Each page explains the role of the small model and links to relevant work. An idea is not a completed product; related demos and tests are labelled separately.
Learning what you like
Creative work
- Music and playlistsLearn what you like to hear next.
- Art and visual designChoose a direction by rating examples.
- Stories and interactive fictionLearn which style of story a reader enjoys.
- Game levels and difficultySuggest levels a player wants to play.
- 3D assets and objectsChoose shapes that fit a project.
- Video edits and effectsLearn which cuts and visual styles work.
- Voice and narration styleChoose a comfortable pace and delivery.
Research and engineering
- Molecule and drug researchRank research candidates against a stated goal.
- Material researchChoose candidates under several requirements.
- Genetics researchPrioritize candidates for an independent test.
- Protein researchScore candidates without treating scores as proof.
- Engineering with constraintsKeep useful designs within fixed requirements.
- Patient preferences in approved optionsRecord what matters to a patient.
Design and everyday choices
- Architecture and interiorsExplore layouts and rooms that fit your taste.
- Fashion and outfit choicesFind clothes that fit your style.
- Makeup and appearance previewsExplore a look through small visual changes.
- Automotive designExplore car shapes, colours and cabins.
- Interface and layout choicesLearn which layouts someone finds usable.
Personal choices
- Dating through mutual preferencesRate generated faces. Reveal real profiles only by mutual agreement.
- A feed without repeated promptingLearn from what people choose to see.
- News and content curationFind useful articles in a preferred format.
- Recipes and meal choicesLearn taste within the ingredients you choose.
- Learning materialsFind explanations a learner finds useful.
- Product recommendationsRank available products by personal taste.
Language and image generation
- Stop an image that misses your tasteSpend rendering time on more promising ideas.
Decisions without text
Messages and documents
- Live chat moderationReturn an allow, block or review decision.
- Route customer requestsSend a request to the right queue.
- Find text to redactMark spans instead of writing a new document.
- Choose a receipt totalReturn the right amount from a short list.
- Rank search resultsPut useful matches near the top.
- Sort an inboxSeparate receipts, requests and newsletters.
Actions
- Choose a game moveReturn a direction on each turn.
- Commands on a small deviceUse a short path for familiar commands.
Medical signals and scans
- ECG labels without a written reportReturn structured predictions from a heart trace.
- Check ECG recording qualityFlag an unusable trace for another recording.
- Mark regions in an MRIReturn a mask that a reviewer can inspect.
- EEG sleep-stage labelsClassify recorded sleep segments directly.
Language and image generation
- Stop an unsafe image before it finishesCheck during generation and cancel early.
Finding where to click
Screens and images
- Point to an app controlFind a button without writing coordinates.
- Assistive pointingTurn a requested control into a location.
- Check changing interfacesLocate a control after a layout changes.
- Suggest an image annotationMark a starting point for a human editor.
Medical signals and scans
- Mark regions in an MRIReturn a mask that a reviewer can inspect.
- Medical-image landmarks and measurementsSuggest editable points for a specialist.
Stopping early
Messages and documents
- Live chat moderationReturn an allow, block or review decision.
- Route customer requestsSend a request to the right queue.
- Rank search resultsPut useful matches near the top.
- Sort an inboxSeparate receipts, requests and newsletters.
Actions
- Choose a game moveReturn a direction on each turn.
- Commands on a small deviceUse a short path for familiar commands.
Medical signals and scans
- ECG labels without a written reportReturn structured predictions from a heart trace.
- Check ECG recording qualityFlag an unusable trace for another recording.
- Mark regions in an MRIReturn a mask that a reviewer can inspect.
- MRI reconstruction with fewer model stepsStudy when further reconstruction stops helping.
- EEG sleep-stage labelsClassify recorded sleep segments directly.
Language and image generation
- Route between small and large modelsUse the larger model when it adds value.
- Get an LLM result soonerUse less model work before returning an answer.
- Stop an unsafe image before it finishesCheck during generation and cancel early.
- Stop an image that misses your tasteSpend rendering time on more promising ideas.
Original applications and source history
The catalog restores the older SkinDeep application list and adds newer decision, spatial-output and computation examples. Historical proposals are not evidence that all applications were built.