Christopher K. I. Williams
6 papers · 2013–2023 · 4 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 (4) π Academic Marathon (10)
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Cross-Pollinator
(13)
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Renaissance Researcher
(7)
πΊοΈ
Taxonomy Completionist
(14)
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Conference Pioneer
Conferences
JMLR (2)
NIPS (2)
AISTATS (1)
ICLR (1)
Top co-authors
Keywords
u-net architecture
(2)
image segmentation
(1)
multi-task learning
(1)
uncertainty quantification
(1)
wavelet transform
(1)
kernel approximation
(1)
predictive modeling
(1)
outlier detection
(1)
time series
(1)
diffusion process
(1)
gaussian process regression
(1)
hierarchical model
(1)
wavelet basis
(1)
diffusion model
(1)
dynamical system
(1)
latent variable
(1)
recurrent neural network
(1)
partial differential equation
(1)
variational autoencoder
(1)
data imputation
(1)
Papers
A Unified Framework for U-Net Design and Analysis
NIPS 2023
A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs
NIPS 2022
Multi-Task Dynamical Systems
JMLR 2022
Robust Variational Autoencoders for Outlier Detection and Repair of Mixed-Type Data
AISTATS 2020
A Framework for the Quantitative Evaluation of Disentangled Representations
ICLR 2018
A Framework for Evaluating Approximation Methods for Gaussian Process Regression
JMLR 2013