Xaq Pitkow
7 papers · 2018–2022 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (20) π£ Hot Topic Early Bird π Keyword Champion
π
Conference Pioneer
Top co-authors
Research topics
Machine Learning
(6)
Optimization & Theory
(5)
Artificial Intelligence
(4)
Deep Learning
(3)
Core AI
(3)
Architectures
(2)
Learning Types
(2)
Interdisciplinary
(1)
Mathematics & Optimization
(1)
Bayesian & Probabilistic Β· Machine Learning
(1)
Bayesian & Probabilistic Β· Artificial Intelligence
(1)
Cognitive Science
(1)
Core Methods
(1)
Probability
(1)
Science
(1)
Keywords
bayesian inference
(2)
active learning
(1)
learning theory
(1)
approximate inference
(1)
variational inference
(1)
loss landscape
(1)
selective attention
(1)
optimal control
(1)
message passing
(1)
efficient coding
(1)
probability distribution
(1)
stochastic process
(1)
partial observability
(1)
predictive coding
(1)
associative memory
(1)
phase transition
(1)
hopfield network
(1)
recurrent neural network
(1)
gradient flow
(1)
transformer network
(1)
Papers
Interpolating between sampling and variational inference with infinite stochastic mixtures
UAI 2022
Phase transitions in when feedback is useful
NeurIPS 2022
AvaTr: One-Shot Speaker Extraction with Transformers
Interspeech 2021
Improved memory in recurrent neural networks with sequential non-normal dynamics
ICLR 2020
Inverse Rational Control with Partially Observable Continuous Nonlinear Dynamics
NeurIPS 2020
Reviving and Improving Recurrent Back-Propagation
ICML 2018
Skip Connections Eliminate Singularities
ICLR 2018