TWO CONCEPTS · ONE SCIENTIFIC STORY

How should a paper teach its own idea?

We made two fully interactive reading experiences for OSA. They explain exactly the same mechanisms; only the first-screen emphasis and flow change. Open both, explore the same controls, and tell us what helped you learn.

Same APFE / OSU contentSame mathematical toy modelsDifferent visual entry points

OSA / AFrame → mechanism

A / 02

Start with motion

Begin with a clearly synthetic moving echo-like scene; gradually open the flow of frame features, anatomical cues and evolving memory.

Explore version A

OSA / BArchitecture → frame

B / 02

Open the network

Begin with the full, clickable architecture and the recurrent feedback path; inspect a particular module before viewing the moving scene.

Explore version B

What stays identical?

This is a fair presentation comparison: the formulas, caveats, examples and core interactions are shared.

01Core OSA mechanism

ResNet-50 → APFE → OSU → decoder; recurrent temporal state.

02Math without prerequisites

What singular values and condition numbers mean, with the same manipulable arrows.

03Source and caveats

Synthetic illustration is never presented as a patient scan or measured prediction.

YOUR OBSERVATIONS

Which explanation helped you more?

Notice exactly which interaction or explanation worked, where you became confused, and what you would change. Specific comments help us improve.

This static site does not send or save your response. The button only copies a draft to your clipboard.

OSA research evidence belongs to the original paper; these pages are educational prototypes.Website source ↗