Robert D. Nowak
6 papers · 2006–2024 · 3 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (3) π Academic Marathon (18)
π
Cross-Pollinator
(13)
πΊοΈ
Taxonomy Completionist
(19)
π
Keyword Champion
(2)
Conferences
JMLR (4)
ICML (1)
NIPS (1)
Top co-authors
Keywords
neural network
(3)
multi-task learning
(2)
representer theorem
(2)
probabilistic modeling
(1)
anomaly detection
(1)
density estimation
(1)
empirical risk minimization
(1)
vc dimension
(1)
matrix completion
(1)
low-rank matrix
(1)
variational framework
(1)
conditional independence
(1)
minimum volume sets
(1)
probability measure
(1)
junction tree
(1)
inductive bia
(1)
weight decay regularization
(1)
confidence region
(1)
weight decay
(1)
polynomial equation
(1)
Papers
A New Neural Kernel Regime: The Inductive Bias of Multi-Task Learning
NIPS 2024
Variation Spaces for Multi-Output Neural Networks: Insights on Multi-Task Learning and Network Compression
JMLR 2024
Banach Space Representer Theorems for Neural Networks and Ridge Splines
JMLR 2021
Algebraic Variety Models for High-Rank Matrix Completion
ICML 2017
A Junction Tree Framework for Undirected Graphical Model Selection
JMLR 2014
Learning Minimum Volume Sets
JMLR 2006