Ganguli, Surya

Deep Unsupervised Learning using Nonequilibrium Thermodynamics

Sohl-Dickstein, J., Weiss, E. A., Maheswaranathan, N., & Ganguli, S. (2015) · arXiv

Gaussian Processes and Bayesian InferenceGenerative Adversarial Networks and Image Synthesis

Cited by 2,637

Continual Learning Through Synaptic Intelligence

Zenke, F., Poole, B., & Ganguli, S. (2017) · arXiv

Domain Adaptation and Few-Shot LearningNeural Networks and Applications

Cited by 1,784

A deep learning framework for neuroscience

Richards, B. A., Lillicrap, T. P., Beaudoin, P., Bengio, Y., Bogacz, R., Christensen, A., Clopath, C., Costa, R. P., de Berker, A., Ganguli, S., et al. (2019) · Nature Neuroscience

Neural Networks and ApplicationsNeural dynamics and brain function

Cited by 1,027

Identifying and attacking the saddle point problem in high-dimensional non-convex optimization

Dauphin, Y., Pascanu, R., Gulcehre, C., Cho, K., Ganguli, S., & Bengio, Y. (2014) · arXiv

Stochastic Gradient Optimization TechniquesAdvanced Optimization Algorithms Research

Cited by 827

Cortical layer-specific critical dynamics triggering perception

Marshel, J. H., Kim, Y. S., Machado, T. A., Quirin, S., Benson, B., Kadmon, J., Raja, C., Chibukhchyan, A., Ramakrishnan, C., Inoue, M., et al. (2019) · Science

Visual perception and processing mechanismsNeural dynamics and brain function

Cited by 652

Embodied intelligence via learning and evolution

Gupta, A., Savarese, S., Ganguli, S., & Fei-Fei, L. (2021) · Nature Communications

Reinforcement Learning in RoboticsEvolutionary Algorithms and Applications

Cited by 352

A theory of multineuronal dimensionality, dynamics and measurement

Gao, P., Trautmann, E., Yu, B., Santhanam, G., Ryu, S., Shenoy, K., & Ganguli, S. (2017) · bioRxiv (Cold Spring Harbor Laboratory)

Neural dynamics and brain functionMemory and Neural Mechanisms

Cited by 332

A Multiplexed, Heterogeneous, and Adaptive Code for Navigation in Medial Entorhinal Cortex

Hardcastle, K., Maheswaranathan, N., Ganguli, S., & Giocomo, L. M. (2017) · Neuron

Memory and Neural MechanismsSpatial Cognition and Navigation

Cited by 312

A mathematical theory of semantic development in deep neural networks

Saxe, A. M., McClelland, J. L., & Ganguli, S. (2019) · Proceedings of the National Academy of Sciences

Neural Networks and ApplicationsCategorization, perception, and language

Cited by 284

Accurate Estimation of Neural Population Dynamics without Spike Sorting

Trautmann, E. M., Stavisky, S. D., Lahiri, S., Ames, K. C., Kaufman, M. T., O’Shea, D. J., Vyas, S., Sun, X., Ryu, S. I., Ganguli, S., et al. (2019) · Neuron

Neural dynamics and brain functionNeuroscience and Neural Engineering

Cited by 255

Holistic Evaluation of Language Models

Liang, P., Bommasani, R., Lee, T., Tsipras, D., Soylu, D., Yasunaga, M., Zhang, Y., Narayanan, D., Wu, Y., Kumar, A., et al. (2022) · arXiv

Topic ModelingNatural Language Processing Techniques

Cited by 255

The temporal paradox of Hebbian learning and homeostatic plasticity

Zenke, F., Gerstner, W., & Ganguli, S. (2017) · Current Opinion in Neurobiology

Neuroscience and Neuropharmacology ResearchNeural dynamics and brain function

Cited by 201

Shared cortex-cerebellum dynamics in the execution and learning of a motor task

Wagner, M. J., Kim, T. H., Kadmon, J., Nguyen, N. D., Ganguli, S., Schnitzer, M. J., & Luo, L. (2019) · Cell

Motor Control and AdaptationNeural dynamics and brain function

Cited by 177

One-dimensional dynamics of attention and decision making in LIP

Ganguli, S., Bisley, J. W., Roitman, J. D., Shadlen, M. N., Goldberg, M. E., & Miller, K. D. (2008) · Neuron

Neural dynamics and brain functionVisual perception and processing mechanisms

Cited by 152

Beyond neural scaling laws: beating power law scaling via data pruning

Sorscher, B., Geirhos, R., Shekhar, S., Ganguli, S., & Morcos, A. S. (2022) · arXiv

Advanced Neural Network ApplicationsMachine Learning and Data Classification

Cited by 142

Beyond Neural Scaling Laws: Beating Power Law Scaling Via Data Pruning

Sorscher, B., Geirhos, R., Shekhar, S., Ganguli, S., & Morcos, A. (2022) · Advances in Neural Information Processing Systems 35

Advanced Neural Network ApplicationsMachine Learning and Data Classification

Cited by 142

Discovering Precise Temporal Patterns in Large-Scale Neural Recordings through Robust and Interpretable Time Warping

Williams, A. H., Poole, B., Maheswaranathan, N., Dhawale, A. K., Fisher, T., Wilson, C. D., Brann, D. H., Trautmann, E. M., Ryu, S., Shusterman, R., et al. (2020) · Neuron

Neural dynamics and brain functionMemory and Neural Mechanisms

Cited by 102

Neural representational geometry underlies few-shot concept learning

Sorscher, B., Ganguli, S., & Sompolinsky, H. (2022) · Proceedings of the National Academy of Sciences

Domain Adaptation and Few-Shot LearningMemory and Neural Mechanisms

Cited by 78

Distance-tuned neurons drive specialized path integration calculations in medial entorhinal cortex

Campbell, M. G., Attinger, A., Ocko, S. A., Ganguli, S., & Giocomo, L. M. (2021) · Cell Reports

Memory and Neural MechanismsSpatial Cognition and Navigation

Cited by 77

Emergent elasticity in the neural code for space

Ocko, S. A., Hardcastle, K., Giocomo, L. M., & Ganguli, S. (2018) · Proceedings of the National Academy of Sciences

Memory and Neural MechanismsSpatial Cognition and Navigation

Cited by 76

Cell types for our sense of location: where we are and where we are going

Hardcastle, K., Ganguli, S., & Giocomo, L. M. (2017) · Nature Neuroscience

Memory and Neural MechanismsNeurogenesis and neuroplasticity mechanisms

Cited by 59

Interpreting the retinal neural code for natural scenes: from computations to neurons

Maheswaranathan, N., McIntosh, L. T., Tanaka, H., Grant, S., Kastner, D. B., Melander, J. B., Nayebi, A., Brezovec, L. E., Wang, J. H., Ganguli, S., et al. (2023) · Neuron

Visual perception and processing mechanismsNeural dynamics and brain function

Cited by 52

Toward Next-Generation Artificial Intelligence: Catalyzing the NeuroAI Revolution

Zador, A., Escola, S., Richards, B., Ölveczky, B., Bengio, Y., Boahen, K., Botvinick, M., Chklovskii, D., Churchland, A., Clopath, C., et al. (2022) · arXiv

Embodied and Extended CognitionPsychiatry, Mental Health, Neuroscience

Cited by 34