Monica Welfert

15 papers B 4Journal 10Unranked 1
YearRankTypeTitle / Venue / Authors
2025 B conf
Auditing Privacy of Additive Noise Mechanisms Using Linear Predictive Models.
ISIT
Monica Welfert, Nathan Stromberg, Mario Díaz, James Melbourne, Lalitha Sankar
2025 J jnl
CORAL: Disentangling Latent Representations in Long-Tailed Diffusion.
CoRR
Esther Rodriguez, Monica Welfert, Samuel McDowell, Nathan Stromberg, Julian Antolin Camarena, Lalitha Sankar
2025 J jnl
Lower Bounds on the MMSE of Adversarially Inferring Sensitive Features.
CoRR
Monica Welfert, Nathan Stromberg, Mario Díaz, Lalitha Sankar
2024 J jnl
Addressing GAN Training Instabilities via Tunable Classification Losses.
IEEE J. Sel. Areas Inf. Theory
Monica Welfert, Gowtham R. Kurri, Kyle Otstot, Lalitha Sankar
2024 — conf
Fairness-Enhancing Data Augmentation Methods for Worst-Group Accuracy.
AFME
Monica Welfert, Nathan Stromberg, Lalitha Sankar
2024 J jnl
For Robust Worst-Group Accuracy, Ignore Group Annotations.
Trans. Mach. Learn. Res.
Nathan Stromberg, Rohan Ayyagari, Monica Welfert, Sanmi Koyejo, Richard Nock, Lalitha Sankar
2024 J jnl
Robustness to Subpopulation Shift with Domain Label Noise via Regularized Annotation of Domains.
CoRR
Nathan Stromberg, Rohan Ayyagari, Monica Welfert, Sanmi Koyejo, Lalitha Sankar
2024 B conf
Theoretical Guarantees of Data Augmented Last Layer Retraining Methods.
ISIT
Monica Welfert, Nathan Stromberg, Lalitha Sankar
2024 J jnl
Theoretical Guarantees of Data Augmented Last Layer Retraining Methods.
CoRR
Monica Welfert, Nathan Stromberg, Lalitha Sankar
2023 B conf
(αD, αG)-GANs: Addressing GAN Training Instabilities via Dual Objectives.
ISIT
Monica Welfert, Kyle Otstot, Gowtham R. Kurri, Lalitha Sankar
2023 J jnl
Addressing GAN Training Instabilities via Tunable Classification Losses.
CoRR
Monica Welfert, Gowtham R. Kurri, Kyle Otstot, Lalitha Sankar
2023 J jnl
Towards Addressing GAN Training Instabilities: Dual-objective GANs with Tunable Parameters.
CoRR
Monica Welfert, Kyle Otstot, Gowtham R. Kurri, Lalitha Sankar
2022 J jnl
Generating Fair Universal Representations Using Adversarial Models.
IEEE Trans. Inf. Forensics Secur.
Peter Kairouz, Jiachun Liao, Chong Huang, Maunil Vyas, Monica Welfert, Lalitha Sankar
2022 B conf
α-GAN: Convergence and Estimation Guarantees.
ISIT
Gowtham R. Kurri, Monica Welfert, Tyler Sypherd, Lalitha Sankar
2022 J jnl
α-GAN: Convergence and Estimation Guarantees.
CoRR
Gowtham R. Kurri, Monica Welfert, Tyler Sypherd, Lalitha Sankar