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Dive into the research topics where Boris Hanin is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Career: Random Neural Nets and Random Matrix Products
Hanin, B. (PI)
NSF - National Science Foundation
6/1/22 → 5/31/27
Project: Research project
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Collaborative Research: Probabilistic, Geometric, and Topological Analysis of Neural Networks, From Theory to Applications
Hanin, B. (PI)
NSF - National Science Foundation
1/1/22 → 12/31/24
Project: Research project
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Random Neural Networks
Hanin, B. (PI)
NSF - National Science Foundation
8/1/20 → 5/31/23
Project: Research project
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Bayesian interpolation with deep linear networks
Hanin, B. & Zlokapa, A., Jun 2023, In: Proceedings of the National Academy of Sciences of the United States of America. 120, 23, e2301345120.Research output: Contribution to journal › Article › peer-review
Open Access -
Maximal Initial Learning Rates in Deep ReLU Networks
Iyer, G., Hanin, B. & Rolnick, D., 2023, In: Proceedings of Machine Learning Research. 202, p. 14500-14530 31 p.Research output: Contribution to journal › Conference article › peer-review
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RANDOM NEURAL NETWORKS IN THE INFINITE WIDTH LIMIT AS GAUSSIAN PROCESSES
Hanin, B., Dec 2023, In: Annals of Applied Probability. 33, 6A, p. 4798-4819 22 p.Research output: Contribution to journal › Article › peer-review
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Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis
Chen, W., Huang, W., Gong, X., Hanin, B. & Wang, Z., 2022, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Neural information processing systems foundation, (Advances in Neural Information Processing Systems; vol. 35).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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DEEP RELU NETWORKS PRESERVE EXPECTED LENGTH
Hanin, B., Jeong, R. & Rolnick, D., 2022.Research output: Contribution to conference › Paper › peer-review