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References (37)

[1]
Taxonomy, Opportunities, and Challenges of Representation Engineering for Large Language Models
2025Jan Wehner, Sahar Abdelnabi et al.
[2]
Representation Engineering for Large-Language Models: Survey and Research Challenges
2025Lukasz Bartoszcze, Sarthak Munshi et al.
[3]
Multi-Attribute Steering of Language Models via Targeted Intervention
2025Duy Nguyen, Archiki Prasad et al.
[4]
TruthFlow: Truthful LLM Generation via Representation Flow Correction
2025Hanyu Wang, Bochuan Cao et al.
[5]
A Unified Understanding and Evaluation of Steering Methods
2025S. Im, Yixuan Li
[6]
Differentially Private Steering for Large Language Model Alignment
2025Anmol Goel, Yaxian Hu et al.
[7]
Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control
2024Yuxin Xiao, Chaoqun Wan et al.
[8]
Controlling Language and Diffusion Models by Transporting Activations
2024Pau Rodríguez López, Arno Blaas et al.
[9]
Semantics-Adaptive Activation Intervention for LLMs via Dynamic Steering Vectors
2024Weixuan Wang, Jingyuan Yang et al.
[10]
Improving Instruction-Following in Language Models through Activation Steering
2024Alessandro Stolfo, Vidhisha Balachandran et al.
[11]
Householder Pseudo-Rotation: A Novel Approach to Activation Editing in LLMs with Direction-Magnitude Perspective
2024Van-Cuong Pham, T. Nguyen
[12]
Programming Refusal with Conditional Activation Steering
2024Bruce W. Lee, Inkit Padhi et al.
[13]
Who's asking? User personas and the mechanics of latent misalignment
2024Asma Ghandeharioun, Ann Yuan et al.
[14]
Designing a Dashboard for Transparency and Control of Conversational AI
2024Yida Chen, Aoyu Wu et al.
[15]
Aligning Large Language Models with Representation Editing: A Control Perspective
2024Lingkai Kong, Haorui Wang et al.
[16]
Uncovering Safety Risks of Large Language Models through Concept Activation Vector
2024Zhihao Xu, Ruixuan Huang et al.
[17]
RewardBench: Evaluating Reward Models for Language Modeling
2024Nathan Lambert, Valentina Pyatkin et al.
[18]
Representation Surgery: Theory and Practice of Affine Steering
2024Shashwat Singh, Shauli Ravfogel et al.
[19]
Steering Llama 2 via Contrastive Activation Addition
2023Nina Rimsky, Nick Gabrieli et al.
[20]
The Linear Representation Hypothesis and the Geometry of Large Language Models
2023Kiho Park, Yo Joong Choe et al.

Showing 20 of 37 references

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