Projects per year
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Collaborations and top research areas from the last five years
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Conference: Modeling Randomness in Neural Network Training: Mathematical, Statistical, and Numerical Guarantees
Dumitriu, I. (CoPI), Sarwate, A. (PI) & Chiang, T. Y. (CoPI)
6/1/24 → 5/31/25
Project: Research project
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RINGS: REALTIME: Resilient Edge-cloud Autonomous Learning with Timely Inferences
Sarwate, A. (PI), Yates, R. (CoPI), Raychaudhuri, D. (CoPI) & Bajwa, W. U. Z. (CoPI)
5/1/22 → 4/30/25
Project: Research project
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CIF: Small: Collaborative Research: Between Shannon and Hamming
Sarwate, A. (PI)
10/1/19 → 9/30/23
Project: Research project
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CIF: Small: ESTRELLA: Exploiting Structure in Tensors for Representation, Estimation, and Limits of Learning Algorithms
Sarwate, A. (PI) & Bajwa, W. U. Z. (CoPI)
10/1/19 → 9/30/23
Project: Research project
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TWC: Small: PERMIT: Privacy-Enabled Resource Management for IoT Networks
Sarwate, A. (PI) & Mandayam, N. (CoPI)
9/1/16 → 8/31/21
Project: Research project
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FAITHFUL AND EFFICIENT EXPLANATIONS FOR NEURAL NETWORKS VIA NEURAL TANGENT KERNEL SURROGATE MODELS
Engel, A., Wang, Z., Frank, N. S., Dumitriu, I., Choudhury, S., Sarwate, A. & Chiang, T., 2024.Research output: Contribution to conference › Paper › peer-review
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FEDERATED LEARNING OF TENSOR GENERALIZED LINEAR MODELS WITH LOW SEPARATION RANK
Sanchez, J. H., Taki, B., Bajwa, W. U. & Sarwate, A. D., 2024, 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2136-2140 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Low Separation Rank in Tensor Generalized Linear Models: An Asymptotic Analysis
Taki, B., Sarwate, A. D. & Bajwa, W. U., 2024, 2024 58th Annual Conference on Information Sciences and Systems, CISS 2024. Institute of Electrical and Electronics Engineers Inc., (2024 58th Annual Conference on Information Sciences and Systems, CISS 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Approximating Functions with Approximate Privacy for Applications in Signal Estimation and Learning
Tasnim, N., Mohammadi, J., Sarwate, A. D. & Imtiaz, H., May 2023, In: Entropy. 25, 5, 825.Research output: Contribution to journal › Article › peer-review
Open Access4 Scopus citations -
Computationally Efficient Codes for Adversarial Binary-Erasure Channels
Li, S., Krishnan, P., Jaggi, S., Langberg, M. & Sarwate, A. D., 2023, 2023 IEEE International Symposium on Information Theory, ISIT 2023. Institute of Electrical and Electronics Engineers Inc., p. 228-233 6 p. (IEEE International Symposium on Information Theory - Proceedings; vol. 2023-June).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Scopus citations