Imant Daunhawer
8 papers · 2020–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(11)
❓
The Questioner
Venues
Top co-authors
Research topics
Keywords
multimodal learning
(5)
generative model
(4)
self-supervised learning
(3)
variational autoencoder
(2)
variational inference
(2)
data augmentation
(1)
hierarchical clustering
(1)
distribution shift
(1)
unsupervised representation learning
(1)
latent space
(1)
latent factor
(1)
evidence lower bound
(1)
jensen-shannon divergence
(1)
joint distribution
(1)
single-cell data
(1)
cell type annotation
(1)
multimodal inference
(1)
batch correction
(1)
elbo optimization
(1)
multimodal elbo
(1)
Papers
From Logits to Hierarchies: Hierarchical Clustering made Simple
ICML 2025
scSSL-Bench: Benchmarking Self-Supervised Learning for Single-Cell Data
ICML 2025
How robust is unsupervised representation learning to distribution shift?
ICLR 2023
Identifiability Results for Multimodal Contrastive Learning
ICLR 2023
MMVAE+: Enhancing the Generative Quality of Multimodal VAEs without Compromises
ICLR 2023
On the Limitations of Multimodal VAEs
ICLR 2022
Generalized Multimodal ELBO
ICLR 2021
Multimodal Generative Learning Utilizing Jensen-Shannon-Divergence
NeurIPS 2020