Similar to Nathan's answer, i find this works on material-ui v6 outlined-input:

<TextField
  slotProps={{
    input: {
      inputProps: {
        size: "small"
      }
    }
  }}
/>

Here is the docs:

1. slotProps
2. inputProps
3. size