Search Results for author: Alina Bialkowski

Found 4 papers, 2 papers with code

Supporting Data-Frame Dynamics in AI-assisted Decision Making

no code implementations22 Apr 2025 Chengbo Zheng, Tim Miller, Alina Bialkowski, H Peter Soyer, Monika Janda

High stakes decision-making often requires a continuous interplay between evolving evidence and shifting hypotheses, a dynamic that is not well supported by current AI decision support systems.

Decision Making Diagnostic

Label-Agnostic Forgetting: A Supervision-Free Unlearning in Deep Models

1 code implementation31 Mar 2024 Shaofei Shen, Chenhao Zhang, Yawen Zhao, Alina Bialkowski, Weitong Tony Chen, Miao Xu

Leveraging this approximation, we adapt the original model to eliminate information from the forgotten data at the representation level.

Machine Unlearning

CaMU: Disentangling Causal Effects in Deep Model Unlearning

1 code implementation30 Jan 2024 Shaofei Shen, Chenhao Zhang, Alina Bialkowski, Weitong Chen, Miao Xu

To address this shortcoming, the present study undertakes a causal analysis of the unlearning and introduces a novel framework termed Causal Machine Unlearning (CaMU).

Machine Unlearning model

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