George Dahl
8 papers · 2007–2022 · 6 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (18) π Conference Polyglot Β· Silver π Academic Marathon Β· Full π Interdisciplinary Bridge Β· Bronze π£ Hot Topic Early Bird
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Keyword Pioneer
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Topic Evolution
π
Keyword Trendsetter Combo
(3)
π
Keyword Champion
π
Trend Setter
β
The Questioner
(2)
π
Conference Pioneer
Top co-authors
Research topics
Machine Learning
(5)
Optimization & Theory Β· Machine Learning
(4)
Deep Learning
(3)
Artificial Intelligence
(2)
Core AI
(2)
Learning Types
(2)
Natural Language Processing
(1)
Speech & Audio
(1)
Application Areas
(1)
Architectures
(1)
Core Methods
(1)
Generation
(1)
Models
(1)
Optimization & Theory Β· Deep Learning
(1)
Recognition
(1)
Keywords
neural network optimization
(2)
stochastic gradient descent
(2)
feature learning
(1)
black-box optimization
(1)
speech recognition
(1)
speech processing
(1)
autoregressive generation
(1)
convergence analysis
(1)
out-of-distribution generalization
(1)
acoustic modeling
(1)
hierarchical representation
(1)
phone recognition
(1)
hyperparameter tuning
(1)
probabilistic model
(1)
restricted boltzmann machine
(1)
autoregressive model
(1)
recurrent neural network
(1)
deep neural network
(1)
utility function
(1)
hyperbolic embedding
(1)
Papers
Predicting the utility of search spaces for black-box optimization: a simple, budget-aware approach
AISTATS 2022
What Will it Take to Fix Benchmarking in Natural Language Understanding?
NAACL 2021
Which Algorithmic Choices Matter at Which Batch Sizes? Insights From a Noisy Quadratic Model
NeurIPS 2019
Embedding Text in Hyperbolic Spaces
NAACL 2018
The Importance of Generation Order in Language Modeling
EMNLP 2018
On the importance of initialization and momentum in deep learning
ICML 2013
Phone Recognition with the Mean-Covariance Restricted Boltzmann Machine
NeurIPS 2010
SW-AG: Local Context Matching for English Lexical Substitution
SemEval 2007