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Concept Steerers: Leveraging K-Sparse Autoencoders for Controllable Generations

Concept Steerers: Leveraging K-Sparse Autoencoders for Controllable Generations

31 January 2025
Dahye Kim
Deepti Ghadiyaram
    LLMSV
    DiffM
ArXivPDFHTML

Papers citing "Concept Steerers: Leveraging K-Sparse Autoencoders for Controllable Generations"

6 / 6 papers shown
Title
Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression
Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression
Yiwei Xie
Ping Liu
Zheng Zhang
93
0
0
26 May 2025
Emergence and Evolution of Interpretable Concepts in Diffusion Models
Emergence and Evolution of Interpretable Concepts in Diffusion Models
Berk Tinaz
Zalan Fabian
Mahdi Soltanolkotabi
DiffM
50
0
0
21 Apr 2025
Understanding the Repeat Curse in Large Language Models from a Feature Perspective
Understanding the Repeat Curse in Large Language Models from a Feature Perspective
Junchi Yao
Shu Yang
Jianhua Xu
Lijie Hu
Mengdi Li
Di Wang
89
1
0
19 Apr 2025
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts
Leyang Li
Shilin Lu
Yan Ren
A. Kong
DiffM
80
4
0
17 Apr 2025
Sparse Autoencoders Learn Monosemantic Features in Vision-Language Models
Sparse Autoencoders Learn Monosemantic Features in Vision-Language Models
Mateusz Pach
Shyamgopal Karthik
Quentin Bouniot
Serge Belongie
Zeynep Akata
VLM
98
2
0
03 Apr 2025
SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders
SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders
Bartosz Cywiński
Kamil Deja
DiffM
103
8
0
29 Jan 2025
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