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Home/Authors/Eshaan Nichani

Eshaan Nichani

Topic trends: 32,543 papers · similarity ≥ 0.4 · year ≥ 2024 · Data sourced from Semantic Scholar

34,598 papers | Abstracts: 31,650 (91.5%) | Citations: 34,598 (100.0%) | arXiv: 26,074 (75.4%)

Built: Feb 14, 2026, 10:11 PM AMS

8

papers

542

total citations

papers (8)

Fine-Tuning Language Models with Just Forward Passes

NEURIPS 2023arXiv

How Transformers Learn Causal Structure with Gradient Descent

Smoothing the Landscape Boosts the Signal for SGD: Optimal Sample Complexity for Learning Single Index Models

NEURIPS 2023arXiv

Provable Guarantees for Nonlinear Feature Learning in Three-Layer Neural Networks

NEURIPS 2023arXiv

Emergence and scaling laws in SGD learning of shallow neural networks

NEURIPS 2025arXiv

Identifying good directions to escape the NTK regime and efficiently learn low-degree plus sparse polynomials

NEURIPS 2022arXiv

Learning Hierarchical Polynomials with Three-Layer Neural Networks

Learning Hierarchical Polynomials of Multiple Nonlinear Features