Raghav Somani
6 papers · 2018–2021 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(27)
🐣
Hot Topic Early Bird
🏆
Keyword Champion
(2)
Venues
Top co-authors
Research topics
Machine Learning
(6)
Core Methods
(5)
Artificial Intelligence
(4)
Learning Types · Machine Learning
(3)
Optimization & Theory · Machine Learning
(3)
Deep Learning
(2)
Application Areas
(2)
Core AI
(2)
Learning Paradigms · Artificial Intelligence
(2)
Mathematics & Optimization
(1)
Architectures
(1)
Learning Paradigms · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Optimization
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
mixed linear regression
(2)
spectral method
(2)
neural network pruning
(1)
representation learning
(1)
image classification
(1)
orthogonal matching pursuit
(1)
robust optimization
(1)
image retrieval
(1)
adversarial machine learning
(1)
robust statistics
(1)
sample complexity
(1)
covariance estimation
(1)
sparse regression
(1)
generalization error
(1)
support recovery
(1)
linear regression
(1)
robust estimation
(1)
restricted strong convexity
(1)
backdoor attack
(1)
generalization bound
(1)
Papers
LLC: Accurate, Multi-purpose Learnt Low-dimensional Binary Codes
NeurIPS 2021
SPECTRE: defending against backdoor attacks using robust statistics
ICML 2021
Meta-learning for Mixed Linear Regression
ICML 2020
Robust Meta-learning for Mixed Linear Regression with Small Batches
NeurIPS 2020
Soft Threshold Weight Reparameterization for Learnable Sparsity
ICML 2020
Support Recovery for Orthogonal Matching Pursuit: Upper and Lower bounds
NeurIPS 2018