Publications
Selected Publications
- M. Shen, Y. Bu, and G. W. Wornell, "On Balancing Bias and Variance in Unsupervised Multi-Source-Free Domain Adaptation", to appear in Proc. Int. Conf. Mach. Learning (ICML-2023), (Honolulu, HI), July 2023.
- A. Shah, M. Shen, J. Ryu, S. Das, P. Sattigeri, Y. Bu, and G. W. Wornell, "Group Fairness with Uncertainty in Sensitive Attributes", to appear in in ICML 2023 Workshop on Spurious Correlations, Invariance, and Stability (SCIS-203), (Honolulu,HI), July 2023.
- Y. Bu, H. V. Tetali, G. Aminian, M. Rodrigues, and G. W. Wornell, "On the Generalization Error of Meta Learning for the Gibbs Algorithm", to appear in Proc. Int. Symp. Inform. Theory (ISIT-2023), (Taipei, Taiwan), June 2023.
- A. Weiss, A. Lancho, Y. Bu, and G. W. Wornell, "A Bilateral Bound on the Mean-Square Error for Estimation in Model Mismatch", to appear in Proc. Int. Symp. Inform. Theory (ISIT-2023), (Taipei, Taiwan), June 2023.
- G. C. F. Lee, A. Weiss, A. Lancho, Y. Polyanskiy, and G. W. Wornell, "On Neural Architectures for Deep Learning-based Source Separation of Co-Channel OFDM Signals", in Proc. Int. Conf. Acoust., Speech, Signal Process. (ICASSP-2023)}, (Rhodes, Greece), June 2023.
- A. Weiss, A. C. Singer, and G. W. Wornell, "Towards Robust Data-Driven Underwater Acoustic Localization: A Deep CNN Solution with Performance Guarantees for Model Mismatch", in Proc. Int. Conf. Acoust., Speech, Signal Process. (ICASSP-2023)}, (Rhodes, Greece), June 2023.
- T. Arikan, A. Weiss, H. Vishnu, G. Deane, A. C. Singer, and G. W. Wornell, "Learning Environmental Structure Using Acoustic Probes with a Deep Neural Network", in Proc. Int. Conf. Acoust., Speech, Signal Process. (ICASSP-2023)}, (Rhodes, Greece), June 2023.
- T. Arikan, "Data-Driven Localization and Structure Learning in Reverberant Underwater Acoustic Environments", Doctoral Thesis, May 2023.
- T. Arikan, A. Weiss, H. Vishnu, G. B. Deane, A. C. Singer, and G. W. Wornell, "An Architecture for Passive Joint Localization and Environment Learning in Shallow-Water Underwater Acoustic Settings", in Proc. Meeting Acoust. Soc. Am. (ASA), (Chicago, IL): J. Acoust. Soc. Am., vol. 153, no. 3, pt. 2, p. A375, May 2023.
- A. Weiss, G. B. Deane, A. C. Singer, and G. W. Wornell, "On Data-Driven Underwater Acoustic Direct Localization: Design Considerations of a Deep Neural Network-Based Solution", in Proc. Meeting Acoust. Soc. Am. (ASA)}, (Chicago, IL): J. Acoust. Soc. Am., vol. 153, no. 3, pt. 2, p. A177, May 2023.