Dan Roy
8 papers · 2011–2023 · 1 conference · across top CS/AI conferences
Achievements
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๐ฃ Hot Topic Early Bird ๐ Interdisciplinary Bridge ๐ Academic Marathon (12) ๐ Cross-Pollinator (15) ๐ Renaissance Researcher (6)
๐บ๏ธ
Taxonomy Completionist
(24)
๐งญ
Keyword Pioneer
๐
Trend Setter
Conferences
NIPS (8)
Top co-authors
Keywords
infinite width limit
(2)
neural network initialization
(2)
stochastic differential equation
(2)
regret bound
(2)
probabilistic modeling
(1)
bayesian inference
(1)
neural network pruning
(1)
attention mechanism
(1)
online learning
(1)
topic modeling
(1)
computational complexity
(1)
minimax optimization
(1)
neural network theory
(1)
bayesian model
(1)
vc dimension
(1)
probabilistic inference
(1)
gaussian process
(1)
covariance matrix
(1)
map estimation
(1)
regret minimization
(1)
Papers
The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit
NIPS 2023
The Neural Covariance SDE: Shaped Infinite Depth-and-Width Networks at Initialization
NIPS 2022
Adaptively Exploiting d-Separators with Causal Bandits
NIPS 2022
Pruningโs Effect on Generalization Through the Lens of Training and Regularization
NIPS 2022
The future is log-Gaussian: ResNets and their infinite-depth-and-width limit at initialization
NIPS 2021
Minimax Optimal Quantile and Semi-Adversarial Regret via Root-Logarithmic Regularizers
NIPS 2021
Towards a Unified Information-Theoretic Framework for Generalization
NIPS 2021
Complexity of Inference in Latent Dirichlet Allocation
NIPS 2011