Alexander Lerchner
10 papers · 2017–2025 · 5 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (24) π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Bronze π£ Hot Topic Early Bird
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Keyword Pioneer
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Topic Evolution
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Trend Setter
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Unstoppable Β· Bronze
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Conference Pioneer
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Century Club Β· Bronze
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Keyword Collector
(55)
Venues
Top co-authors
Research topics
Machine Learning
(9)
Learning Types Β· Machine Learning
(8)
Deep Learning
(7)
Core Methods
(6)
Models
(5)
Architectures
(3)
Learning Types Β· Deep Learning
(3)
Artificial Intelligence
(2)
Computer Vision
(2)
Analysis
(2)
Reinforcement Learning
(1)
Application Areas
(1)
Core AI
(1)
Learning Paradigms
(1)
Methods
(1)
Keywords
disentangled representation
(5)
representation learning
(4)
unsupervised learning
(3)
view synthesis
(2)
self-supervised learning
(2)
variational autoencoder
(2)
variational inference
(2)
model selection
(1)
depth estimation
(1)
vision transformer
(1)
video prediction
(1)
scene understanding
(1)
image reconstruction
(1)
instance segmentation
(1)
catastrophic forgetting
(1)
minimum description length
(1)
concept learning
(1)
scene segmentation
(1)
object segmentation
(1)
variational approach
(1)
Papers
LayerLock: Non-collapsing Representation Learning with Progressive Freezing
ICCV 2025
Leveraging VLM-Based Pipelines to Annotate 3D Objects
ICML 2024
SODA: Bottleneck Diffusion Models for Representation Learning
CVPR 2024
PARTS: Unsupervised Segmentation With Slots, Attention and Independence Maximization
ICCV 2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition
NeurIPS 2021
Unsupervised Model Selection for Variational Disentangled Representation Learning
ICLR 2020
Multi-Object Representation Learning with Iterative Variational Inference
ICML 2019
Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies
NeurIPS 2018
SCAN: Learning Hierarchical Compositional Visual Concepts
ICLR 2018
DARLA: Improving Zero-Shot Transfer in Reinforcement Learning
ICML 2017