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EstablishedSenior

Surya Ganguli

Stanford University

US

Core Metrics

Total Citations

17,325

H-Index

61

Publications

261

i10-Index

142

2-Year Citedness

17.5

avg citations per work

Ability Dimensions

Overall Score48
Late Bloomer
Impact65%

17,325 citations, h=61

Momentum84%

2yr mean: 17.5

Output63%

261 papers (4.9/year)

Efficiency47%

66 cites/paper

Novelty5%

2 unique research topics

Breadth40%

4 topic areas

Peak Power33%

Top 3 papers: 20% of citations

* Percentile scores are calculated relative to all scholars in the computational neuroscience dataset. Tags are assigned based on dimension combinations. Hover over the radar chart for details.

Scholar Profile Analysis

Surya Ganguli is a established scholar with 10k+ citations in computational neuroscience, currently affiliated with Stanford University.

Over a 53-year academic career, published 261 papers (averaging 4.9 per year), with 17,325 citations.

An h-index of 61, well above field average, indicates a substantial body of highly-cited work.

Academic impact accumulated gradually: first 5 years account for only 0.8%, indicating later works are more influential.

Primary research areas include Embodied cognition, Embodied cognition, Recall.

Key Findings

Signature Work

"Deep Unsupervised Learning using Nonequilibrium Thermodynamics" is the most influential work, with 1,410 citations, published in 2015.

Sustained Impact

Two-year mean citedness of 17.5 indicates research continues to generate significant impact.

Early Career Analysis (First 5 Years)

Career Start

1972 - 1976

Early Citations

133

Early Works

12

Early Impact %

0.8%

Top Early Career Paper

Metabolic cost of walking at different speeds with patellar tendon-bearing prosthesis.

Publication Timeline

Research Topics

Embodied cognition87.4%
Embodied cognition49.5%
Recall58.3%
Recall65.8%

Top Publications

12015arXiv (Cornell University)

Deep Unsupervised Learning using Nonequilibrium Thermodynamics

1,410

Citations

22019Nature Neuroscience

A deep learning framework for neuroscience

1,018

Citations

32013arXiv (Cornell University)

Exact solutions to the nonlinear dynamics of learning in deep linear neural networks

1,002

Citations

2017PubMed

Continual Learning Through Synaptic Intelligence.

975

Citations

2019Science

Cortical layer–specific critical dynamics triggering perception

659

Citations

2015arXiv (Cornell University)

Deep Knowledge Tracing

627

Citations

Impact Classification

中高影响力

总引用超过1万次,在特定方向具有显著影响

稳定产出

h-index超过50,具有持续的学术产出能力