Eshaan Nichani
Scholar

Eshaan Nichani

Google Scholar ID: ZQs5JAIAAAAJ
Princeton University
Deep Learning Theory
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Citations & Impact
All-time
Citations
861
 
H-index
11
 
i10-index
12
 
Publications
19
 
Co-authors
3
list available
Contact
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Publications
6 items
Sharp Capacity Scaling of Spectral Optimizers in Learning Associative Memory
2026
Cited
0
Quantitative Bounds for Length Generalization in Transformers
2025
Cited
0
On the Statistical Query Complexity of Learning Semiautomata: a Random Walk Approach
2025
Cited
0
Learning Compositional Functions with Transformers from Easy-to-Hard Data
2025
Cited
0
Emergence and scaling laws in SGD learning of shallow neural networks
2025
Cited
0
Provable Guarantees for Nonlinear Feature Learning in Three-Layer Neural Networks
Neural Information Processing Systems · 2023
Cited
12
Resume (English only)
Academic Achievements
  • Recipient of DoD NDSEG Fellowship
  • Recipient of IBM PhD Fellowship
  • “Provable Guarantees for Nonlinear Feature Learning in Three-Layer Neural Networks” – NeurIPS 2023 (Spotlight)
  • “How Transformers Learn Causal Structure with Gradient Descent” – ICML 2024
  • “Self-Stabilization: The Implicit Bias of Gradient Descent at the Edge of Stability” – ICLR 2023
  • “Fine-Tuning Language Models with Just Forward Passes” – NeurIPS 2023 (Oral)
  • Two additional papers accepted to NeurIPS 2025 and COLT 2025
Co-authors
3 total
Jason D. Lee
Jason D. Lee
Associate Professor of EECS & Statistics at UC Berkeley
Caroline Uhler
Caroline Uhler
Massachusetts Institute of Technology
Adityanarayanan Radhakrishnan
Adityanarayanan Radhakrishnan
MIT Mathematics, Broad Institute of MIT and Harvard