Surya Ganguli
Stanford University
H-index: 62
North America-United States
Top articles of Surya Ganguli
Statistical mechanics of learning: loss landscapes, data structure, and in context learning
Bulletin of the American Physical Society
2024/3/7
Surya Ganguli
H-Index: 42
Understanding attention in the mean-field
Bulletin of the American Physical Society
2024/3/5
Aditya Cowsik
H-Index: 2
Surya Ganguli
H-Index: 42
Geometric Dynamics of Signal Propagation Predict Trainability of Transformers
arXiv preprint arXiv:2403.02579
2024/3/5
Aditya Cowsik
H-Index: 2
Surya Ganguli
H-Index: 42
Entanglement and replica symmetry breaking in a driven-dissipative quantum spin glass
Physical Review X
2024/2/22
Surya Ganguli
H-Index: 42
Jonathan Keeling
H-Index: 34
Pretraining task diversity and the emergence of non-Bayesian in-context learning for regression
Advances in Neural Information Processing Systems
2024/2/13
Stochastic collapse: How gradient noise attracts sgd dynamics towards simpler subnetworks
Advances in Neural Information Processing Systems
2024/2/13
Information Geometry of the Retinal Representation Manifold
Advances in Neural Information Processing Systems
2024/2/13
Xuehao Ding
H-Index: 2
Joshua Melander
H-Index: 4
George Sivulka
H-Index: 1
Surya Ganguli
H-Index: 42
Stephen Baccus
H-Index: 21
On prefrontal working memory and hippocampal episodic memory: Unifying memories stored in weights and activity slots
bioRxiv
2023/11/5
Surya Ganguli
H-Index: 42
Mohamady El-Gaby
H-Index: 5
Geometric landscape annealing as an optimization principle underlying the coherent Ising machine
arXiv preprint arXiv:2309.08119
2023/9/15
Surya Ganguli
H-Index: 42
Interpreting the retinal neural code for natural scenes: From computations to neurons
Neuron
2023/9/6
Aran Nayebi
H-Index: 10
Surya Ganguli
H-Index: 42
Universal energy-accuracy tradeoffs in nonequilibrium cellular sensing
Physical Review E
2023/7/7
Subhaneil Lahiri
H-Index: 10
Surya Ganguli
H-Index: 42
Catalyzing next-generation artificial intelligence through neuroai
2023/3/22
Semdedup: Data-efficient learning at web-scale through semantic deduplication
arXiv preprint arXiv:2303.09540
2023/3/16
Kushal Tirumala
H-Index: 2
Surya Ganguli
H-Index: 42
The effects of pretraining task diversity on in-context learning of ridge regression
2023/2/8
An approximate line attractor in the hypothalamus encodes an aggressive state
Cell
2023/1/5
Aditya Nair
H-Index: 1
Tomomi Karigo
H-Index: 9
Bin Yang
H-Index: 4
Surya Ganguli
H-Index: 42
Ann Kennedy
H-Index: 8
A unified theory for the computational and mechanistic origins of grid cells
Neuron
2023/1/4
Surya Ganguli
H-Index: 42
One-shot entorhinal maps enable flexible navigation in novel environments
bioRxiv
2023
Surya Ganguli
H-Index: 42
Lisa Giocomo
H-Index: 19
Neural networks: From the perceptron to deep nets
2023
Replica symmetry breaking in multimode cavity QED
APS Division of Atomic, Molecular and Optical Physics Meeting Abstracts
2023
The Limiting Dynamics of SGD: Modified Loss, Phase-Space Oscillations, and Anomalous Diffusion
Neural Computation
2023/12/12
Daniel Kunin
H-Index: 3
Javier Sagastuy-Brena
H-Index: 2
Eshed Margalit
H-Index: 5
Surya Ganguli
H-Index: 42