Christoph Hofer
6 papers · 2017–2021 · 2 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (2) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (15) π§ Keyword Pioneer π£ Hot Topic Early Bird
π
Cross-Pollinator
(15)
Conferences
ICML (4)
NIPS (2)
Top co-authors
Keywords
persistent homology
(4)
representation learning
(3)
neural network
(2)
topological data analysis
(2)
attention mechanism
(1)
supervised contrastive learning
(1)
neural network optimization
(1)
time series forecasting
(1)
kernel density estimation
(1)
generalization bound
(1)
deep neural network
(1)
latent space
(1)
node feature
(1)
cross-entropy loss
(1)
topological feature
(1)
graph-structured datum
(1)
topological constraint
(1)
graph-level representation
(1)
graph neural network
(1)
graph filtration
(1)
Papers
Topological Attention for Time Series Forecasting
NIPS 2021
Dissecting Supervised Contrastive Learning
ICML 2021
Topologically Densified Distributions
ICML 2020
Graph Filtration Learning
ICML 2020
Connectivity-Optimized Representation Learning via Persistent Homology
ICML 2019
Deep Learning with Topological Signatures
NIPS 2017