Calendar of Events
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Jeremias Sulam (Johns Hopkins University): “From Data to Insights: Trustworthy Solutions for Imaging Problems”
Jeremias Sulam (Johns Hopkins University): “From Data to Insights: Trustworthy Solutions for Imaging Problems”
Abstract:Â Extracting insights from imaging data used to be straightforward: every component of imaging systems was engineered by humans, the analysis and interpretation of the collected data was driven by […]
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Lydia Zakynthinou (UC Berkeley): “Algorithmic Stability for Trustworthy Machine Learning and Statistics”
Lydia Zakynthinou (UC Berkeley): “Algorithmic Stability for Trustworthy Machine Learning and Statistics”
Abstract: Data-driven systems hold immense potential to positively impact society, but their reliability remains a challenge. Their outputs are often too brittle to changes in their training data, leaving them […]
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Xiang Lisa Li (Stanford University): “Controlling Language Models”
Xiang Lisa Li (Stanford University): “Controlling Language Models”
Abstract:Â Controlling language models is key to unlocking their full potential and making them useful for downstream tasks. Successfully deploying these models often requires both task-specific customization and rigorous auditing […]
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Virginia Smith (Carnegie Mellon University): “Getting Lost in ML Safety Vibes”
Virginia Smith (Carnegie Mellon University): “Getting Lost in ML Safety Vibes”
Abstract:Â Machine learning applications are increasingly reliant on black-box pretrained models. To ensure safe use of these models, techniques such as unlearning, guardrails, and watermarking have been proposed to curb […]