Imagen de Portada

HyperSteer: Activation Steering at Scale with Hypernetworks

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Sun, Jiuding, Baskaran, Sidharth, Wu, Zhengxuan, Sklar, Michael, Potts, Christopher, Geiger, Atticus
Formato:	Preprint
Publicado:	2025
Materias:	Computation and Language Artificial Intelligence Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

HyperDAS: Towards Automating Mechanistic Interpretability with Hypernetworks
por: Sun, Jiuding, et al.
Publicado: (2025)

AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders
por: Wu, Zhengxuan, et al.
Publicado: (2025)

ReFT: Representation Finetuning for Language Models
por: Wu, Zhengxuan, et al.
Publicado: (2024)

A Reply to Makelov et al. (2023)'s "Interpretability Illusion" Arguments
por: Wu, Zhengxuan, et al.
Publicado: (2024)

RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representations
por: Huang, Jing, et al.
Publicado: (2024)

Steer Like the LLM: Activation Steering that Mimics Prompting
por: Heyman, Geert, et al.
Publicado: (2026)

Activation Steering via Generative Causal Mediation
por: Sankaranarayanan, Aruna, et al.
Publicado: (2026)

How Do Transformers Learn Variable Binding in Symbolic Programs?
por: Wu, Yiwei, et al.
Publicado: (2025)

Endogenous Resistance to Activation Steering in Language Models
por: McKenzie, Alex, et al.
Publicado: (2026)

SAKE: Steering Activations for Knowledge Editing
por: Scialanga, Marco, et al.
Publicado: (2025)

Programming Refusal with Conditional Activation Steering
por: Lee, Bruce W., et al.
Publicado: (2024)

How Causal Abstraction Underpins Computational Explanation
por: Geiger, Atticus, et al.
Publicado: (2025)

Extracting Unlearned Information from LLMs with Activation Steering
por: Seyitoğlu, Atakan, et al.
Publicado: (2024)

Steering Llama 2 via Contrastive Activation Addition
por: Panickssery, Nina, et al.
Publicado: (2023)

Compositional Steering of Large Language Models with Steering Tokens
por: Radevski, Gorjan, et al.
Publicado: (2026)

Improving Instruction-Following in Language Models through Activation Steering
por: Stolfo, Alessandro, et al.
Publicado: (2024)

Extending Activation Steering to Broad Skills and Multiple Behaviours
por: van der Weij, Teun, et al.
Publicado: (2024)

Belief Dynamics Reveal the Dual Nature of In-Context Learning and Activation Steering
por: Bigelow, Eric, et al.
Publicado: (2025)

Interpretable Steering of Large Language Models with Feature Guided Activation Additions
por: Soo, Samuel, et al.
Publicado: (2025)

Steer2Adapt: Dynamically Composing Steering Vectors Elicits Efficient Adaptation of LLMs
por: Han, Pengrui, et al.
Publicado: (2026)

Multi-property Steering of Large Language Models with Dynamic Activation Composition
por: Scalena, Daniel, et al.
Publicado: (2024)

ContextFocus: Activation Steering for Contextual Faithfulness in Large Language Models
por: Anand, Nikhil, et al.
Publicado: (2026)

Recurrent Neural Networks Learn to Store and Generate Sequences using Non-Linear Representations
por: Csordás, Róbert, et al.
Publicado: (2024)

SteeringSafety: A Systematic Safety Evaluation Framework of Representation Steering in LLMs
por: Siu, Vincent, et al.
Publicado: (2025)

What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal
por: Cheng, Stephen, et al.
Publicado: (2026)

Word Embeddings Are Steers for Language Models
por: Han, Chi, et al.
Publicado: (2023)

COLD-Steer: Steering Large Language Models via In-Context One-step Learning Dynamics
por: Sharma, Kartik, et al.
Publicado: (2026)

FineSteer: A Unified Framework for Fine-Grained Inference-Time Steering in Large Language Models
por: Weng, Zixuan, et al.
Publicado: (2026)

Steering LLMs for Formal Theorem Proving
por: Kirtania, Shashank, et al.
Publicado: (2025)

Steer LLM Latents for Hallucination Detection
por: Park, Seongheon, et al.
Publicado: (2025)

The Information Geometry of Softmax: Probing and Steering
por: Park, Kiho, et al.
Publicado: (2026)

Understanding and Steering the Cognitive Behaviors of Reasoning Models at Test-Time
por: Zhang, Zhenyu, et al.
Publicado: (2025)

SALT: Steering Activations towards Leakage-free Thinking in Chain of Thought
por: Batra, Shourya, et al.
Publicado: (2025)

Learning to Steer: Input-dependent Steering for Multimodal LLMs
por: Parekh, Jayneel, et al.
Publicado: (2025)

Focus On This, Not That! Steering LLMs with Adaptive Feature Specification
por: Lamb, Tom A., et al.
Publicado: (2024)

Understanding and Mitigating Dataset Corruption in LLM Steering
por: Anderson, Cullen, et al.
Publicado: (2026)

Dynamically Scaled Activation Steering
por: Ferrando, Alex, et al.
Publicado: (2025)

pyvene: A Library for Understanding and Improving PyTorch Models via Interventions
por: Wu, Zhengxuan, et al.
Publicado: (2024)

Steering Large Language Models for Machine Translation Personalization
por: Scalena, Daniel, et al.
Publicado: (2025)

Brain-Grounded Axes for Reading and Steering LLM States
por: Andric, Sandro
Publicado: (2025)