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Sparsification and Reconstruction from the Perspective of Representation Geometry

Sparsification and Reconstruction from the Perspective of Representation Geometry

28 May 2025
Wenjie Sun
Bingzhe Wu
Zhile Yang
Chengke Wu
ArXiv (abs)PDFHTML

Papers citing "Sparsification and Reconstruction from the Perspective of Representation Geometry"

4 / 4 papers shown
Title
Superposition Yields Robust Neural Scaling
Superposition Yields Robust Neural Scaling
Yizhou Liu
Ziming Liu
Jeff Gore
MILM
129
1
0
15 May 2025
Closed-Form Feedback-Free Learning with Forward Projection
Closed-Form Feedback-Free Learning with Forward Projection
Robert O'Shea
Bipin Rajendran
102
28
0
27 Jan 2025
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering
Yu Zhao
Alessio Devoto
Giwon Hong
Xiaotang Du
Aryo Pradipta Gema
Hongru Wang
Xuanli He
Kam-Fai Wong
Pasquale Minervini
KELMLLMSV
136
28
0
21 Oct 2024
The Geometry of Concepts: Sparse Autoencoder Feature Structure
The Geometry of Concepts: Sparse Autoencoder Feature Structure
Yuxiao Li
Eric J. Michaud
David D. Baek
Joshua Engels
Xiaoqing Sun
Max Tegmark
112
21
0
10 Oct 2024
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