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Stefani Karp
Stefani Karp
Verified email at cs.cmu.edu - Homepage
Title
Cited by
Cited by
Year
Local signal adaptivity: Provable feature learning in neural networks beyond kernels
S Karp, E Winston, Y Li, A Singh
Advances in Neural Information Processing Systems 34, 24883-24897, 2021
242021
K-median algorithms: theory in practice
D Dohan, S Karp, B Matejek
112015
PAC-Bayes learning bounds for sample-dependent priors
P Awasthi, S Kale, S Karp, M Mohri
Advances in Neural Information Processing Systems 33, 4403-4414, 2020
72020
Agnostic learnability of halfspaces via logistic loss
Z Ji, K Ahn, P Awasthi, S Kale, S Karp
International Conference on Machine Learning, 10068-10103, 2022
62022
Efficient training of language models using few-shot learning
SJ Reddi, S Miryoosefi, S Karp, S Krishnan, S Kale, S Kim, S Kumar
International Conference on Machine Learning, 14553-14568, 2023
22023
Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs
A Lahoti, S Karp, E Winston, A Singh, Y Li
arXiv preprint arXiv:2403.15707, 2024
2024
Applying statistical learning theory to deep learning
C Gerbelot, A Karagulyan, S Karp, K Ravichandran, M Stern, N Srebro
arXiv preprint arXiv:2311.15404, 2023
2023
Learning from setbacks: the impact of adversarial initialization on generalization performance
K Ravichandran, Y Dandi, S Karp, F Mignacco
NeurIPS 2023 Workshop on Mathematics of Modern Machine Learning, 2023
2023
Memory-Enhanced Machine Learning Models for Music Generation
R Balaji, T Dabral, S Karp
Carnegie Mellon University Course Project (http://www.cs.cmu.edu/~shkarp …, 2018
2018
A New Examination of Persistent Data Structures
S Karp
Princeton University Undergraduate Senior Thesis (http://www.cs.cmu.edu …, 2015
2015
Information Theoretic Approaches to the Unexpected Hanging Paradox
S Karp
Princeton University Junior-Year Independent Work (http://www.cs.cmu.edu …, 2014
2014
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Articles 1–11