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Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module Operation
AAAI Conference on Artificial Intelligence (AAAI), 2023
16 August 2023
Xinshuo Hu
Dongfang Li
Baotian Hu
Zihao Zheng
Zhenyu Liu
Hao Fei
KELM
MU
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Papers citing
"Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module Operation"
28 / 28 papers shown
Cross-Modal Unlearning via Influential Neuron Path Editing in Multimodal Large Language Models
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348
1
0
10 Nov 2025
WeaveRec: An LLM-Based Cross-Domain Sequential Recommendation Framework with Model Merging
Min Hou
Xin Liu
Le Wu
Chenyi He
Hao Liu
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Xin Li
Si Wei
MoMe
370
0
0
30 Oct 2025
A Survey on Unlearning in Large Language Models
Ruichen Qiu
Jiajun Tan
Jiayue Pu
Honglin Wang
Xiao-Shan Gao
Fei Sun
MU
AILaw
PILM
790
2
0
29 Oct 2025
Reveal and Release: Iterative LLM Unlearning with Self-generated Data
Linxi Xie
Xin Teng
Shichang Ke
Hongyi Wen
Shengjie Wang
MU
193
0
0
18 Sep 2025
A Survey on Generative Model Unlearning: Fundamentals, Taxonomy, Evaluation, and Future Direction
Xiaohua Feng
Jiaming Zhang
Fengyuan Yu
C. Wang
Li Zhang
Kaixiang Li
Yuyuan Li
Chaochao Chen
Jianwei Yin
MU
358
3
0
26 Jul 2025
Lifting Data-Tracing Machine Unlearning to Knowledge-Tracing for Foundation Models
Yuwen Tan
Boqing Gong
MU
349
1
0
12 Jun 2025
Adaptive Detoxification: Safeguarding General Capabilities of LLMs through Toxicity-Aware Knowledge Editing
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Yifan Lu
Jing Li
Yigeng Zhou
Yihui Zhang
Wenya Wang
Xiucheng Li
Meishan Zhang
Fangming Liu
Jun-chen Yu
Min Zhang
KELM
CLL
300
5
0
28 May 2025
ExAnte: A Benchmark for Ex-Ante Inference in Large Language Models
Yachuan Liu
Xiaochun Wei
Lin Shi
Xinnuo Li
Bohan Zhang
Paramveer S. Dhillon
Qiaozhu Mei
365
0
0
26 May 2025
PRUNE: A Patching Based Repair Framework for Certifiable Unlearning of Neural Networks
Xuzhao Li
Jingyi Wang
Xiaohan Yuan
Peixin Zhang
AAML
MU
452
1
0
10 May 2025
Erasing Without Remembering: Implicit Knowledge Forgetting in Large Language Models
Huazheng Wang
Yongcheng Jing
Haifeng Sun
Yingjie Wang
Jingchao Wang
Jianxin Liao
Dacheng Tao
KELM
MU
484
0
0
27 Feb 2025
CoME: An Unlearning-based Approach to Conflict-free Model Editing
North American Chapter of the Association for Computational Linguistics (NAACL), 2025
Dahyun Jung
Jaehyung Seo
Jaewook Lee
Chanjun Park
Heuiseok Lim
MU
KELM
299
8
0
20 Feb 2025
Optimal Brain Iterative Merging: Mitigating Interference in LLM Merging
Zhixiang Wang
Zhenyu Mao
Yixuan Qiao
Hao Sun
Biye Li
MoMe
317
3
0
17 Feb 2025
Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models
North American Chapter of the Association for Computational Linguistics (NAACL), 2025
Jialiang Wu
Yi Shen
Sijia Liu
Yi Tang
Sen Song
Xiaoyi Wang
Longjun Cai
320
3
0
05 Feb 2025
Machine Unlearning in Generative AI: A Survey
Zheyuan Liu
Guangyao Dou
Zhaoxuan Tan
Yijun Tian
Meng Jiang
MU
411
50
0
30 Jul 2024
DEM: Distribution Edited Model for Training with Mixed Data Distributions
Dhananjay Ram
Aditya Rawal
Momchil Hardalov
Nikolaos Pappas
Sheng Zha
MoMe
394
3
0
21 Jun 2024
RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models
Zhuoran Jin
Pengfei Cao
Chenhao Wang
Zhitao He
Hongbang Yuan
Jiachun Li
Yubo Chen
Kang Liu
Jun Zhao
KELM
MU
377
62
0
16 Jun 2024
MUC: Machine Unlearning for Contrastive Learning with Black-box Evaluation
Yihan Wang
Yiwei Lu
Guojun Zhang
Franziska Boenisch
Adam Dziedzic
Yaoliang Yu
Xiao-Shan Gao
MU
448
1
0
05 Jun 2024
Knowledge Circuits in Pretrained Transformers
Yunzhi Yao
Ningyu Zhang
Zekun Xi
Meng Wang
Ziwen Xu
Shumin Deng
Huajun Chen
KELM
521
52
0
28 May 2024
Disperse-Then-Merge: Pushing the Limits of Instruction Tuning via Alignment Tax Reduction
Tingchen Fu
Deng Cai
Lemao Liu
Shuming Shi
Rui Yan
MoMe
440
20
0
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Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity
Rheeya Uppaal
Apratim De
Yiting He
Yiquao Zhong
Junjie Hu
665
7
0
22 May 2024
In-Context Learning State Vector with Inner and Momentum Optimization
Dongfang Li
Zhenyu Liu
Xinshuo Hu
Zetian Sun
Baotian Hu
Min Zhang
359
13
0
17 Apr 2024
Detoxifying Large Language Models via Knowledge Editing
Meng Wang
Ningyu Zhang
Ziwen Xu
Zekun Xi
Shumin Deng
Yunzhi Yao
Qishen Zhang
Linyi Yang
Yongfeng Zhang
Huajun Chen
KELM
434
100
0
21 Mar 2024
Ethos: Rectifying Language Models in Orthogonal Parameter Space
Lei Gao
Yue Niu
Tingting Tang
A. Avestimehr
Murali Annavaram
MU
382
20
0
13 Mar 2024
Fine-Grained Detoxification via Instance-Level Prefixes for Large Language Models
Xin Yi
Linlin Wang
Xiaoling Wang
Xiaoling Wang
MoMe
334
2
0
23 Feb 2024
TOFU: A Task of Fictitious Unlearning for LLMs
Pratyush Maini
Zhili Feng
Avi Schwarzschild
Zachary Chase Lipton
J. Zico Kolter
MU
CLL
473
379
0
11 Jan 2024
A Comprehensive Study of Knowledge Editing for Large Language Models
Ningyu Zhang
Yunzhi Yao
Bo Tian
Peng Wang
Shumin Deng
...
Lei Liang
Qing Cui
Xiao-Jun Zhu
Jun Zhou
Huajun Chen
KELM
653
145
0
02 Jan 2024
CMD: a framework for Context-aware Model self-Detoxification
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Zecheng Tang
Keyan Zhou
Juntao Li
Yuyang Ding
Pinzheng Wang
Bowen Yan
Minzhang
MU
319
7
0
16 Aug 2023
Editing Large Language Models: Problems, Methods, and Opportunities
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Yunzhi Yao
Peng Wang
Bo Tian
Shuyang Cheng
Zhoubo Li
Shumin Deng
Huajun Chen
Ningyu Zhang
KELM
467
435
0
22 May 2023
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