Stefan Andreas Baumann
11 papers · 2024–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (17) 🌍 Conference Polyglot · Silver 🤝 Dynamic Duo (10) ⚡ Prolific Year · Productive
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Century Club · Bronze
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diffusion model
(7)
fine-grained control
(2)
motion prediction
(2)
flow matching
(2)
motion estimation
(1)
depth estimation
(1)
image generation
(1)
image synthesis
(1)
feature extraction
(1)
transformer
(1)
conditional generation
(1)
future prediction
(1)
text-to-image generation
(1)
trajectory prediction
(1)
motion generation
(1)
training optimization
(1)
generative model
(1)
model architecture
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classifier-free guidance
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uncertainty modeling
(1)
Papers
Envisioning the Future, One Step at a Time
CVPR 2026
Guiding Token-Sparse Diffusion Models
CVPR 2026
Learning Long-term Motion Embeddings for Efficient Kinematics Generation
CVPR 2026
CleanDIFT: Diffusion Features without Noise
CVPR 2025
Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions
CVPR 2025
DepthFM: Fast Generative Monocular Depth Estimation with Flow Matching
AAAI 2025
TREAD: Token Routing for Efficient Architecture-agnostic Diffusion Training
ICCV 2025
What If: Understanding Motion Through Sparse Interactions
ICCV 2025
CTRLorALTer: Conditional LoRAdapter for Efficient 0-Shot Control & Altering of T2I Models
ECCV 2024
FMBoost: Boosting Latent Diffusion with Flow Matching
ECCV 2024
Scalable High-Resolution Pixel-Space Image Synthesis with Hourglass Diffusion Transformers
ICML 2024