Shashanka Ubaru
9 papers · 2015–2024 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (16) π£ Hot Topic Early Bird
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Renaissance Researcher
(5)
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(53)
Venues
Top co-authors
Research topics
Machine Learning
(4)
Mathematics & Optimization
(4)
Mathematics
(4)
Core Methods
(3)
Optimization
(3)
Data Science & Analytics
(2)
Artificial Intelligence
(1)
Computer Science
(1)
Interdisciplinary
(1)
Applications
(1)
Core AI
(1)
Foundations
(1)
Learning Types
(1)
Methods
(1)
Optimization & Theory
(1)
Keywords
low-rank approximation
(3)
randomized algorithm
(2)
matrix factorization
(2)
singular value decomposition
(2)
group testing
(2)
multi-label classification
(2)
quantum machine learning
(1)
quantum computing
(1)
feature extraction
(1)
random sampling
(1)
lasso regression
(1)
asynchronous computation
(1)
subspace approximation
(1)
matrix approximation
(1)
eigenvalue estimation
(1)
numerical linear algebra
(1)
latent semantic indexing
(1)
hamming loss
(1)
hierarchical partitioning
(1)
topological data analysis
(1)
Papers
Asynchronous Randomized Trace Estimation
AISTATS 2024
Topological data analysis on noisy quantum computers
ICLR 2024
Analysis of stochastic Lanczos quadrature for spectrum approximation
ICML 2021
Projection techniques to update the truncated SVD of evolving matrices with applications
ICML 2021
Multilabel Classification by Hierarchical Partitioning and Data-dependent Grouping
NeurIPS 2020
Multilabel Classification with Group Testing and Codes
ICML 2017
Union of Intersections (UoI) for Interpretable Data Driven Discovery and Prediction
NeurIPS 2017
Fast methods for estimating the Numerical rank of large matrices
ICML 2016
Low Rank Approximation using Error Correcting Coding Matrices
ICML 2015