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Workshop
Measuring the Impact of Equal Treatment as Blindness via Explanations Disparity
Carlos Mougan · Salvatore Ruggieri · Laura State · Antonio Ferrara · Steffen Staab
Workshop
Sat 15:45 Statistical Uncertainty Quantification for Aggregate Performance Metrics in Machine Learning Benchmarks
Rachel Longjohn · Giri Gopalan · Emily Casleton
Workshop
Sat 17:27 Multilingual Hallucination Gaps in Large Language Models
Cléa Chataigner · Afaf Taik · Golnoosh Farnadi
Workshop
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset
Khaoula Chehbouni · Jonathan Colaço Carr · Yash More · Jackie CK Cheung · Golnoosh Farnadi
Workshop
Towards Reliable Fairness Assessments of Multi-Label Image Classifiers
Melissa Hall · Bobbie Chern · Laura Gustafson · Denisse Ventura · Harshad Kulkarni · Candace Ross · Nicolas Usunier
Workshop
Multi-Output Distributional Fairness via Post-Processing
Gang Li · Qihang Lin · Ayush Ghosh · Tianbao Yang
Workshop
Towards Better Fairness Metrics for Counter-Human Trafficking AI Initiatives
Vidya Sujaya · Pratheeksha Nair · Reihaneh Rabbany
Workshop
Imitation Guided Automated Red Teaming
Sajad Mousavi · Desik Rengarajan · Ashwin Ramesh Babu · Vineet Gundecha · Soumyendu Sarkar
Workshop
Sat 17:27 Imitation Guided Automated Red Teaming
Sajad Mousavi · Desik Rengarajan · Ashwin Ramesh Babu · Vineet Gundecha · Soumyendu Sarkar
Workshop
Learning Locally Adaptive Metrics that Enhance Structural Representation with LAMINAR
Christian Kleiber · William H. Oliver · Tobias Buck
Workshop
Benchmark to Audit LLM Generated Clinical Notes for Disparities Arising from Biases and Stereotypes
Hongyu Cai · Swetasudha Panda · Naveen Jafer Nizar · Qinlan Shen · Daeja Oxendine · Sumana Srivatsa · Krishnaram Kenthapadi
Affinity Event
Text-Image Concept Human Alignment Dataset and Metric
Maria Alejandra Bravo