European Union regulations on algorithmic decision-making and a “right to explanation”
We summarize the potential impact that the European Union's new General Data Protection
Regulation will have on the routine use of machine learning algorithms. Slated to take effect …
Regulation will have on the routine use of machine learning algorithms. Slated to take effect …
Human-centric multimodal machine learning: Recent advances and testbed on AI-based recruitment
The presence of decision-making algorithms in society is rapidly increasing nowadays,
while concerns about their transparency and the possibility of these algorithms becoming …
while concerns about their transparency and the possibility of these algorithms becoming …
Fairwashing: the risk of rationalization
Black-box explanation is the problem of explaining how a machine learning model–whose
internal logic is hidden to the auditor and generally complex–produces its outcomes. Current …
internal logic is hidden to the auditor and generally complex–produces its outcomes. Current …
SensitiveNets: Learning agnostic representations with application to face images
This work proposes a novel privacy-preserving neural network feature representation to
suppress the sensitive information of a learned space while maintaining the utility of the …
suppress the sensitive information of a learned space while maintaining the utility of the …
[PDF][PDF] EU regulations on algorithmic decision-making and a “right to explanation”
We summarize the potential impact that the European Union's new General Data Protection
Regulation will have on the routine use of machine learning algorithms. Slated to take effect …
Regulation will have on the routine use of machine learning algorithms. Slated to take effect …
Bias in multimodal AI: Testbed for fair automatic recruitment
The presence of decision-making algorithms in society is rapidly increasing nowadays,
while concerns about their transparency and the possibility of these algorithms becoming …
while concerns about their transparency and the possibility of these algorithms becoming …
Black is the new orange: how to determine AI liability
PH Padovan, CM Martins, C Reed - Artificial Intelligence and Law, 2023 - Springer
Autonomous artificial intelligence (AI) systems can lead to unpredictable behavior causing
loss or damage to individuals. Intricate questions must be resolved to establish how courts …
loss or damage to individuals. Intricate questions must be resolved to establish how courts …
Post-comparison mitigation of demographic bias in face recognition using fair score normalization
Current face recognition systems achieve high progress on several benchmark tests.
Despite this progress, recent works showed that these systems are strongly biased against …
Despite this progress, recent works showed that these systems are strongly biased against …
[PDF][PDF] Are large multimodal foundation models all we need? On opportunities and challenges of these models in education
Large language models have made great advances in the past years, creating compelling
responses to extended verbal inputs. After the release of ChatGPT 3.5, researchers have …
responses to extended verbal inputs. After the release of ChatGPT 3.5, researchers have …
Generalization-based privacy preservation and discrimination prevention in data publishing and mining
Living in the information society facilitates the automatic collection of huge amounts of data
on individuals, organizations, etc. Publishing such data for secondary analysis (eg learning …
on individuals, organizations, etc. Publishing such data for secondary analysis (eg learning …