Joachim M. Buhmann
13 papers · 2002–2022 · 8 conferences · across top CS/AI conferences
Achievements
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๐ Interdisciplinary Bridge ๐ Conference Polyglot (8) ๐งญ Keyword Pioneer ๐ฃ Hot Topic Early Bird ๐ Academic Marathon (20)
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Interdisciplinary Bridge
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Cross-Pollinator
(10)
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Conference Polyglot
(8)
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Grand Slam
๐๏ธ
Keyword Collector
(65)
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Trend Setter
๐
Century Club
(13)
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Conference Pioneer
Conferences
JMLR (4)
AISTATS (2)
CVPR (2)
AAAI (1)
ICLR (1)
ICML (1)
MIDL (1)
NIPS (1)
Top co-authors
Keywords
causal inference
(2)
model selection
(2)
convolutional neural network
(2)
feature learning
(2)
bayesian inference
(2)
dimensionality reduction
(2)
feature space
(2)
kernel pca
(2)
image segmentation
(1)
kernel principal component analysis
(1)
image classification
(1)
classification
(1)
medical imaging
(1)
data augmentation
(1)
spectral clustering
(1)
representation learning
(1)
gaussian process
(1)
explainable ai
(1)
denoising
(1)
face recognition
(1)
Papers
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings
MIDL 2022
Spatial Dependency Networks: Neural Layers for Improved Generative Image Modeling
ICLR 2021
Learning Counterfactual Representations for Estimating Individual Dose-Response Curves
AAAI 2020
Fast Gaussian process based gradient matching for parameter identification in systems of nonlinear ODEs
AISTATS 2019
Guarantees for Greedy Maximization of Non-submodular Functions with Applications
ICML 2017
TI-Pooling: Transformation-Invariant Pooling for Feature Learning in Convolutional Neural Networks
CVPR 2016
Transformation-Invariant Convolutional Jungles
CVPR 2015
Information Theoretic Model Validation for Spectral Clustering
AISTATS 2012
Multi-Assignment Clustering for Boolean Data
JMLR 2012
Bayesian Mixed-Effects Inference on Classification Performance in Hierarchical Data Sets
JMLR 2012
On Relevant Dimensions in Kernel Feature Spaces
JMLR 2008
Denoising and Dimension Reduction in Feature Space
NIPS 2006
Coupled Clustering: A Method for Detecting Structural Correspondence
JMLR 2002