Tobias Nauen
PhD · efficient deep learning
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Paper-Conference
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2026
When Pretty Isn't Useful: Investigating Why Modern Text-to-Image Models Fail as Reliable Training Data Generators
2025
HyperCore: Coreset Selection under Noise via Hypersphere Models
2025
When 512×512 is not Enough: Local Degradation-Aware Multi-Diffusion for Extreme Image Super-Resolution
2025
Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers
2025
A Study in Dataset Distillation for Image Super-Resolution
2024
TaylorShift: Shifting the Complexity of Self-Attention from Squared to Linear (and Back) using Taylor-Softmax
2024
A Low-Resolution Image is Worth 1x1 Words: Enabling Fine Image Super-Resolution with Transformers and TaylorShift
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