"representation editing" Papers

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Attribution Analysis Meets Model Editing: Advancing Knowledge Correction in Vision Language Models with VisEdit

Qizhou Chen, Taolin Zhang, Chengyu Wang et al.

AAAI 2025paperarXiv:2408.09916
6
citations

Detoxifying Large Language Models via Autoregressive Reward Guided Representation Editing

Yisong Xiao, Aishan Liu, Siyuan Liang et al.

NEURIPS 2025arXiv:2510.01243
2
citations

Re-Imagining Multimodal Instruction Tuning: A Representation View

Yiyang Liu, James Liang, Ruixiang Tang et al.

ICLR 2025arXiv:2503.00723
13
citations

SAEs Can Improve Unlearning: Dynamic Sparse Autoencoder Guardrails for Precision Unlearning in LLMs

Aashiq Muhamed, Jacopo Bonato, Mona T. Diab et al.

COLM 2025paper
17
citations