Sumon Biswas
Sumon Biswas
Home
Publication
Service
Projects
Teaching
News
Blogs
Contact
Light
Dark
Automatic
feedback loop
FairSense: Long-Term Fairness Analysis of ML-Enabled Systems
We propose a simulation-based framework called FairSense to detect and analyze long-term unfairness in ML-enabled systems.
Yining She
,
Sumon Biswas
,
Christian Kästner
,
Eunsuk Kang
Cite
Code
DOI
PDF
Towards Safe ML-Based Systems in Presence of Feedback Loops
We highlight the safety risks posed by feedback loops in ML-based systems, discuss why they are hard to detect with current software engineering methods, and propose research directions to better identify, monitor, and mitigate these effects.
Sumon Biswas
,
Yining She
,
Eunsuk Kang
Cite
DOI
PDF
Cite
×