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Workshop
Runtime Monitors for Operational Design Domains of Black-Box ML-Models
Hazem Torfah · Sanjit A. Seshia
Workshop
Improving the predictions of ML-corrected climate models with novelty detection
Clayton Sanford · Anna Kwa · Oliver Watt-Meyer · Spencer K. Clark · Noah Brenowitz · Jeremy McGibbon · Christopher S. Bretherton
Workshop
Uncertainty quantification methods for ML-based surrogate models of scientific applications
Kishore Basu · Yujia Hao · Delphine Hintz · Dev Shah · Aaron Palmer · Gurpreet Singh Hora · Darian Nwankwo · Laurent White
Poster
Tue 9:00 Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts
Neeraj Wagh · Jionghao Wei · Samarth Rawal · Brent M Berry · Yogatheesan Varatharajah
Workshop
AutoSlicer: Scalable Automated Data Slicing for ML Model Analysis
Zifan Liu · Evan Rosen · Paul Suganthan
Workshop
A Global Classification Model for Cities using ML
Mohamed Elhabashy · Doron Hazan · Mohanned ElKholy · Omer Mousa · Norhan Bayomi · Matias Williams · John Fernandez
Workshop
Spatiotemporal modeling of European paleoclimate using doubly sparse Gaussian processes
Seth Axen · Alexandra Gessner · Christian Sommer · Nils Weitzel · Álvaro Tejero-Cantero
Workshop
Fri 3:50 Desiderata for next generation of ML model serving
Sherif Akoush · Andrei Paleyes · Arnaud Van Looveren · Clive Cox
Workshop
Fri 9:00 AutoSlicer: Scalable Automated Data Slicing for ML Model Analysis
Zifan Liu · Evan Rosen · Paul Suganthan
Workshop
The Design Space of Pre-Trained Models
Meredith Morris · Carrie Cai · Jess Holbrook · Chinmay Kulkarni · Michael Terry
Expo Talk Panel
Mon 13:00 Adapt and Optimize ML Models for Hardware-Aware AI
Di Wu
Poster
Wed 9:00 Picking on the Same Person: Does Algorithmic Monoculture lead to Outcome Homogenization?
Rishi Bommasani · Kathleen A. Creel · Ananya Kumar · Dan Jurafsky · Percy Liang