Paul Hand
12 papers · 2018–2024 · 6 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (20)
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Keyword Champion
(2)
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Keyword Collector
(52)
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Century Club Β· Bronze
Top co-authors
Research topics
Deep Learning
(9)
Machine Learning
(9)
Optimization & Theory Β· Machine Learning
(7)
Models
(6)
Mathematics & Optimization
(5)
Optimization
(4)
Optimization & Theory Β· Deep Learning
(3)
Computer Vision
(2)
Core Methods
(2)
Learning Types Β· Machine Learning
(2)
Mathematics
(2)
Processing
(2)
Application Areas
(1)
Architectures
(1)
Learning Types Β· Deep Learning
(1)
Keywords
gradient descent
(3)
phase retrieval
(3)
image reconstruction
(3)
compressed sensing
(3)
catastrophic forgetting
(2)
convex optimization
(2)
continual learning
(2)
generative model
(2)
generative prior
(2)
inverse problem
(2)
matrix recovery
(2)
empirical risk
(2)
neural network
(2)
linear regression
(2)
empirical risk minimization
(1)
image denoising
(1)
non-convex optimization
(1)
optimal transport
(1)
sparse recovery
(1)
wishart distribution
(1)
Papers
The Joint Effect of Task Similarity and Overparameterization on Catastrophic Forgetting β An Analytical Model
ICLR 2024
Analysis of Catastrophic Forgetting for Random Orthogonal Transformation Tasks in the Overparameterized Regime
AISTATS 2023
Score-based Generative Neural Networks for Large-Scale Optimal Transport
NeurIPS 2021
Invertible generative models for inverse problems: mitigating representation error and dataset bias
ICML 2020
Nonasymptotic Guarantees for Spiked Matrix Recovery with Generative Priors
NeurIPS 2020
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks
ICLR 2019
Global Guarantees for Blind Demodulation with Generative Priors
NeurIPS 2019
Simultaneous Phase Retrieval and Blind Deconvolution via Convex Programming
JMLR 2019
A convex program for bilinear inversion of sparse vectors
NeurIPS 2018
Blind Deconvolutional Phase Retrieval via Convex Programming
NeurIPS 2018
Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk
COLT 2018
Phase Retrieval Under a Generative Prior
NeurIPS 2018