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Surya Ganguli
Surya Ganguli
12
papers
2,408
total citations
papers (12)
Pruning neural networks without any data by iteratively conserving synaptic flow
NEURIPS 2020
arXiv
772
citations
Deep Learning on a Data Diet: Finding Important Examples Early in Training
NEURIPS 2021
arXiv
600
citations
Beyond neural scaling laws: beating power law scaling via data pruning
NEURIPS 2022
arXiv
556
citations
Deep learning versus kernel learning: an empirical study of loss landscape geometry and the time evolution of the Neural Tangent Kernel
NEURIPS 2020
arXiv
220
citations
Pretraining task diversity and the emergence of non-Bayesian in-context learning for regression
NEURIPS 2023
arXiv
132
citations
Stochastic Collapse: How Gradient Noise Attracts SGD Dynamics Towards Simpler Subnetworks
NEURIPS 2023
arXiv
39
citations
Predictive coding in balanced neural networks with noise, chaos and delays
NEURIPS 2020
arXiv
35
citations
Identifying Learning Rules From Neural Network Observables
NEURIPS 2020
arXiv
24
citations
Lottery Tickets on a Data Diet: Finding Initializations with Sparse Trainable Networks
NEURIPS 2022
arXiv
24
citations
Features are fate: a theory of transfer learning in high-dimensional regression
ICML 2025
arXiv
6
citations
Information Geometry of the Retinal Representation Manifold
NEURIPS 2023
0
citations
Explaining heterogeneity in medial entorhinal cortex with task-driven neural networks
NEURIPS 2021
0
citations