Utkarsh Singhal
4 papers · 2020–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(16)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Machine Learning
(4)
Deep Learning
(3)
Optimization & Theory · Machine Learning
(3)
Computer Vision
(2)
Core Methods
(2)
Learning Types · Deep Learning
(2)
Processing
(2)
Artificial Intelligence
(1)
Analysis
(1)
Application Areas
(1)
Architectures
(1)
Core AI
(1)
Domain-Specific
(1)
Learning Types · Machine Learning
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
image classification
(1)
neural tangent kernel
(1)
variational inference
(1)
data augmentation
(1)
test-time adaptation
(1)
deep learning
(1)
invariance learning
(1)
graphical model
(1)
foundation model
(1)
model generalization
(1)
spectral bia
(1)
test-time optimization
(1)
fourier feature
(1)
equivariant neural network
(1)
multi-layer perceptron
(1)
complex-valued neural network
(1)
robust perception
(1)
rgb image
(1)
scaling invariance
(1)
co-domain symmetry
(1)
Papers
Test-Time Canonicalization by Foundation Models for Robust Perception
ICML 2025
Learning to Transform for Generalizable Instance-wise Invariance
ICCV 2023
Co-Domain Symmetry for Complex-Valued Deep Learning
CVPR 2022
Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains
NeurIPS 2020