Papers citing 'SAE-SSV: Supervised Steering in Sparse Representation Spaces for Reliable Control of Language Models'

Title
SAGE: An Agentic Explainer Framework for Interpreting SAE Features in Language Models Jiaojiao Han Wujiang Xu Mingyu Jin Mengnan Du LRM 105 0 0 25 Nov 2025
SDA: Steering-Driven Distribution Alignment for Open LLMs without Fine-Tuning Wei Xia Zhi-Hong Deng ALM 261 0 0 20 Nov 2025
Enhancing LLM Steering through Sparse Autoencoder-Based Vector Refinement Anyi Wang Xuansheng Wu Dong Shu Yunpu Ma Ninghao Liu LLMSV 164 0 0 28 Sep 2025
Evaluating Sparse Autoencoders for Monosemantic Representation Moghis Fereidouni Muhammad Umair Haider Peizhong Ju A.B. Siddique 132 0 0 20 Aug 2025
Bridging Compositional and Distributional Semantics: A Survey on Latent Semantic Geometry via AutoEncoder Yingji Zhang Danilo S. Carvalho André Freitas CoGe 374 0 0 25 Jun 2025
Improving LLM Reasoning through Interpretable Role-Playing Steering Anyi Wang Dong Shu Yifan Wang Yunpu Ma Mengnan Du LLMSV LRM 211 3 0 09 Jun 2025
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation SteeringAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yongbin Li Zhiting Fan Ruizhe Chen Xiaotang Gai Luqi Gong Yan Zhang Zuozhu Liu LLMSV 317 18 0 20 Apr 2025
Interpreting and Steering LLMs with Mutual Information-based Explanations on Sparse Autoencoders Xuansheng Wu Jiayi Yuan Wenlin Yao Xiaoming Zhai Ninghao Liu LLMSV 414 19 0 24 Feb 2025
Are Sparse Autoencoders Useful? A Case Study in Sparse Probing Subhash Kantamneni Joshua Engels Senthooran Rajamanoharan Max Tegmark Neel Nanda 336 44 0 23 Feb 2025
Sparse Autoencoder Features for Classifications and Transferability Jack Gallifant Shan Chen Kuleen Sasse Hugo J. W. L. Aerts Thomas Hartvigsen Danielle S. Bitterman 263 13 0 17 Feb 2025
SAIF: A Sparse Autoencoder Framework for Interpreting and Steering Instruction Following of Language Models Z. He Haiyan Zhao Yiran Qiao Fan Yang Ali Payani Jing Ma Jundong Li LLMSV 282 15 0 17 Feb 2025
A Unified Understanding and Evaluation of Steering Methods Shawn Im Yixuan Li LLMSV 256 19 0 04 Feb 2025
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language ModelsInternational Conference on Learning Representations (ICLR), 2024 Javier Ferrando Oscar Obeso Senthooran Rajamanoharan Neel Nanda 465 71 0 21 Nov 2024
Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian DistributionInternational Conference on Learning Representations (ICLR), 2024 Haiyan Zhao Heng Zhao Bo Shen Ali Payani Fan Yang Mengnan Du 410 15 0 30 Sep 2024
Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories Tianlong Wang Xianfeng Jiao Yifan He Zhongzhi Chen Yinghao Zhu Xu Chu Junyi Gao Yasha Wang Liantao Ma LLMSV 423 50 0 26 May 2024