Disable ipython ringing on backspace on empty line

IPython rings the "critical stop" sound available on Windows 10 when pressing backspace on an empty line which is really quite annoying. My system information is below:

{'commit_hash': 'd0b255042',
'commit_source': 'installation',
'default_encoding': 'utf-8',
'ipython_version': '7.13.0',
'os_name': 'nt',
'platform': 'Windows-10-10.0.18362-SP0',
'sys_platform': 'win32',
'sys_version': '3.7.6 (default, Jan 8 2020, 20:23:39) [MSC v.1916 64 bit '
'(AMD64)]'}

It seems that the issue has been brought up previously, but I guess it's a rare issue seeing as how little attention was given to it. I've linked the two I could find.
- https://github.com/ipython/ipython/issues/11626
- https://github.com/prompt-toolkit/python-prompt-toolkit/issues/363

For the moment, I can simply mute the cmd window, but I was wondering if there was a setting I could set to permanently disable this.