148 citations · 346 across the 16 of their papers we have counts for
17 papers
The four-fifths rule is not disparate impact: a woeful tale of epistemic trespassing in algorithmic fairness
Elizabeth Anne Watkins, Michael McKenna, Jiahao Chen
Computer scientists are trained to create abstractions that simplify and generalize. However, a premature abstraction that omits crucial contextual details creates the risk of epis…
DuVisor: a User-level Hypervisor Through Delegated Virtualization
Jiahao Chen, Dingji Li, Zeyu Mi +4
Today's mainstream virtualization systems comprise of two cooperative components: a kernel-resident driver that accesses virtualization hardware and a user-level helper process tha…
On the Current and Emerging Challenges of Developing Fair and Ethical AI Solutions in Financial Services
Eren Kurshan, Jiahao Chen, Victor Storchan +1
Artificial intelligence (AI) continues to find more numerous and more critical applications in the financial services industry, giving rise to fair and ethical AI as an industry-wi…
Adversarial Attacks on Machinery Fault Diagnosis
Jiahao Chen, Diqun Yan
Despite the great progress of neural network-based (NN-based) machinery fault diagnosis methods, their robustness has been largely neglected, for they can be easily fooled through…
Beyond Fairness Metrics: Roadblocks and Challenges for Ethical AI in Practice
Jiahao Chen, Victor Storchan, Eren Kurshan
We review practical challenges in building and deploying ethical AI at the scale of contemporary industrial and societal uses. Apart from the purely technical concerns that are the…
Ontology drift is a challenge for explainable data governance
Jiahao Chen
We introduce the needs for explainable AI that arise from Standard No. 239 from the Basel Committee on Banking Standards (BCBS 239), which outlines 11 principles for effective risk…