Surya Ganguli
Stanford University
H-index: 62
North America-United States
Top articles of Surya Ganguli
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Statistical mechanics of learning: loss landscapes, data structure, and in context learning | Bulletin of the American Physical Society | Surya Ganguli | 2024/3/7 |
Stochastic collapse: How gradient noise attracts sgd dynamics towards simpler subnetworks | Advances in Neural Information Processing Systems | Feng Chen Daniel Kunin Atsushi Yamamura Surya Ganguli | 2024/2/13 |
Understanding attention in the mean-field | Bulletin of the American Physical Society | Aditya Cowsik Surya Ganguli Tamra Nebabu Xiao-Liang Qi | 2024/3/5 |
Information Geometry of the Retinal Representation Manifold | Advances in Neural Information Processing Systems | Xuehao Ding Dongsoo Lee Joshua Melander George Sivulka Surya Ganguli | 2024/2/13 |
Geometric Dynamics of Signal Propagation Predict Trainability of Transformers | arXiv preprint arXiv:2403.02579 | Aditya Cowsik Tamra Nebabu Xiao-Liang Qi Surya Ganguli | 2024/3/5 |
Entanglement and replica symmetry breaking in a driven-dissipative quantum spin glass | Physical Review X | Brendan P Marsh Ronen M Kroeze Surya Ganguli Sarang Gopalakrishnan Jonathan Keeling | 2024/2/22 |
Pretraining task diversity and the emergence of non-Bayesian in-context learning for regression | Advances in Neural Information Processing Systems | Allan Raventós Mansheej Paul Feng Chen Surya Ganguli | 2024/2/13 |
Catalyzing next-generation artificial intelligence through neuroai | Anthony Zador Sean Escola Blake Richards Bence Ölveczky Yoshua Bengio | 2023/3/22 | |
Neural networks: From the perceptron to deep nets | Marylou Gabrié Surya Ganguli Carlo Lucibello Riccardo Zecchina | 2023 | |
On prefrontal working memory and hippocampal episodic memory: Unifying memories stored in weights and activity slots | bioRxiv | James CR Whittington William Dorrell Timothy EJ Behrens Surya Ganguli Mohamady El-Gaby | 2023/11/5 |
Semdedup: Data-efficient learning at web-scale through semantic deduplication | arXiv preprint arXiv:2303.09540 | Amro Abbas Kushal Tirumala Dániel Simig Surya Ganguli Ari S Morcos | 2023/3/16 |
Replica symmetry breaking in multimode cavity QED | APS Division of Atomic, Molecular and Optical Physics Meeting Abstracts | Henry Hunt Brendan Marsh Ronen Kroeze David Atri Schuller Alexander Bourzutschky | 2023 |
The effects of pretraining task diversity on in-context learning of ridge regression | Allan Raventós Mansheej Paul Feng Chen Surya Ganguli | 2023/2/8 | |
Geometric landscape annealing as an optimization principle underlying the coherent Ising machine | arXiv preprint arXiv:2309.08119 | Atsushi Yamamura Hideo Mabuchi Surya Ganguli | 2023/9/15 |
An approximate line attractor in the hypothalamus encodes an aggressive state | Cell | Aditya Nair Tomomi Karigo Bin Yang Surya Ganguli Mark J Schnitzer | 2023/1/5 |
The Limiting Dynamics of SGD: Modified Loss, Phase-Space Oscillations, and Anomalous Diffusion | Neural Computation | Daniel Kunin Javier Sagastuy-Brena Lauren Gillespie Eshed Margalit Hidenori Tanaka | 2023/12/12 |
Interpreting the retinal neural code for natural scenes: From computations to neurons | Neuron | Niru Maheswaranathan Lane T McIntosh Hidenori Tanaka Satchel Grant David B Kastner | 2023/9/6 |
A unified theory for the computational and mechanistic origins of grid cells | Neuron | Ben Sorscher Gabriel C Mel Samuel A Ocko Lisa M Giocomo Surya Ganguli | 2023/1/4 |
Universal energy-accuracy tradeoffs in nonequilibrium cellular sensing | Physical Review E | Sarah E Harvey Subhaneil Lahiri Surya Ganguli | 2023/7/7 |
Enhanced cue associated memory in temporally consistent recurrent neural networks | Udith Haputhanthri Liam Storan Adam Shai Surya Ganguli Mark Schnitzer | 2023/11/26 |
Co-Authors
