Search All 2022 Events
 

24 Results

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Invited Talk
Tue 9:00 Representation Learning in the Global South: Societal Considerations-Fairness, Safety and Privacy
John Amuasi
Poster
Tue 10:30 Selective Ensembles for Consistent Predictions
Emily Black · Klas Leino · Matt Fredrikson
Spotlight
Mon 2:30 8-bit Optimizers via Block-wise Quantization
Tim Dettmers · Mike Lewis · Sam Shleifer · Luke Zettlemoyer
Poster
Mon 2:30 8-bit Optimizers via Block-wise Quantization
Tim Dettmers · Mike Lewis · Sam Shleifer · Luke Zettlemoyer
Spotlight
Thu 10:30 Fairness in Representation for Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling
Ada Wan
Poster
Tue 2:30 Distributionally Robust Models with Parametric Likelihood Ratios
Paul Michel · Tatsunori Hashimoto · Graham Neubig
Poster
Tue 18:30 The Rich Get Richer: Disparate Impact of Semi-Supervised Learning
Zhaowei Zhu · Tianyi Luo · Yang Liu
Poster
Wed 18:30 Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning
Natalie Dullerud · Karsten Roth · Kimia Hamidieh · Nicolas Papernot · Marzyeh Ghassemi
Poster
Tue 10:30 Fairness Guarantees under Demographic Shift
Stephen Giguere · Blossom Metevier · Bruno Silva · Yuriy Brun · Philip Thomas · Scott Niekum
Poster
Thu 10:30 Fairness in Representation for Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling
Ada Wan
Poster
Mon 10:30 MaGNET: Uniform Sampling from Deep Generative Network Manifolds Without Retraining
Ahmed Imtiaz Humayun · Randall Balestriero · Richard Baraniuk
Poster
Mon 10:30 FairCal: Fairness Calibration for Face Verification
Tiago Salvador · Stephanie Cairns · Vikram Voleti · Noah Marshall · Adam Oberman