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The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks

22 February 2018

Papers citing "The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks"

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Title
Unveiling Over-Memorization in Finetuning LLMs for Reasoning Tasks Zhiwen Ruan Yun-Nung Chen Yutao Hou Peng Li Yang Liu Guanhua Chen 148 1 0 06 Aug 2025
Win-k: Improved Membership Inference Attacks on Small Language Models Roya Arkhmammadova Hosein Madadi Tamar M. Emre Gursoy 149 0 0 02 Aug 2025
Multi-Stage Prompt Inference Attacks on Enterprise LLM Systems Andrii Balashov Olena Ponomarova Xiaohua Zhai AAML SILM 113 0 0 21 Jul 2025
Rethinking Memorization Measures and their Implications in Large Language Models Bishwamittra Ghosh Soumi Das Qinyuan Wu Mohammad Aflah Khan Krishna P. Gummadi Evimaria Terzi Deepak Garg PILM 187 0 0 20 Jul 2025
SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains Krithika Ramesh Daniel Smolyak Zihao Zhao Nupoor Gandhi Ritu Agarwal Margrét V. Bjarnadóttir Anjalie Field SyDa ELM 370 1 0 09 Jul 2025
Entropy-Memorization Law: Evaluating Memorization Difficulty of Data in LLMs Yizhan Huang Zhe Yang Meifang Chen Huang Nianchen Jianping Zhang Michael R. Lyu 244 1 0 08 Jul 2025
Rectifying Privacy and Efficacy Measurements in Machine Unlearning: A New Inference Attack Perspective Nima Naderloui Shenao Yan Binghui Wang Jie Fu Wendy Hui Wang Weiran Liu Yuan Hong AAML 207 2 0 16 Jun 2025
Image Corruption-Inspired Membership Inference Attacks against Large Vision-Language Models Zongyu Wu Minhua Lin Zhiwei Zhang Fali Wang Xianren Zhang Xiang Zhang Suhang Wang 287 1 0 14 Jun 2025
Memorization in Language Models through the Lens of Intrinsic Dimension Stefan Arnold PILM 273 1 0 11 Jun 2025
Multidimensional Analysis of Specific Language Impairment Using Unsupervised Learning Through PCA and ClusteringIEEE International Conference on Healthcare Informatics (ICHI), 2025 Niruthiha Selvanayagam 172 0 0 05 Jun 2025
Quantifying Cross-Modality Memorization in Vision-Language Models Yuxin Wen Yangsibo Huang Tom Goldstein Ravi Kumar Badih Ghazi Chiyuan Zhang 287 2 0 05 Jun 2025
Privacy Leaks by Adversaries: Adversarial Iterations for Membership Inference Attack Jing Xue Zhishen Sun Haishan Ye Luo Luo Xiangyu Chang Ivor Tsang Guang Dai MIACV MIALM 277 0 0 03 Jun 2025
Trade-offs in Data Memorization via Strong Data Processing InequalitiesAnnual Conference Computational Learning Theory (COLT), 2025 Vitaly Feldman Guy Kornowski Xin Lyu TDI FedML 388 1 0 02 Jun 2025
How much do language models memorize? John X. Morris Chawin Sitawarin Chuan Guo Narine Kokhlikyan G. E. Suh Alexander M. Rush Kamalika Chaudhuri Saeed Mahloujifar KELM ELM 370 22 0 30 May 2025
Bayesian Perspective on Memorization and Reconstruction Haim Kaplan Yishay Mansour Kobbi Nissim Uri Stemmer AAML 213 0 0 29 May 2025
The End Of Universal Lifelong Identifiers: Identity Systems For The AI Era Shriphani Palakodety 131 0 0 29 May 2025
Vid-SME: Membership Inference Attacks against Large Video Understanding Models Qi Li Runpeng Yu Xinchao Wang 231 4 0 29 May 2025
OWL: Probing Cross-Lingual Recall of Memorized Texts via World Literature Alisha Srivastava Emir Korukluoglu Minh Nhat Le Duyen Tran Chau Minh Pham Marzena Karpinska Mohit Iyyer 231 1 0 28 May 2025
Evaluation of LLMs in Speech is Often Flawed: Test Set Contamination in Large Language Models for Speech Recognition Yuan Tseng Titouan Parcollet Rogier van Dalen Shucong Zhang Sourav Bhattacharya 262 1 0 28 May 2025
What is the role of memorization in Continual Learning? Jędrzej Kozal Jan Wasilewski Alif Ashrafee Bartosz Krawczyk Michał Woźniak 137 0 0 23 May 2025
How Can I Publish My LLM Benchmark Without Giving the True Answers Away? Takashi Ishida Thanawat Lodkaew Ikko Yamane 657 1 0 23 May 2025
lmgame-Bench: How Good are LLMs at Playing Games? Lanxiang Hu Mingjia Huo Yu Zhang Haoyang Yu Eric P. Xing Ion Stoica Tajana Rosing Haojian Jin Hao Zhang 421 8 0 21 May 2025
BanglaByT5: Byte-Level Modelling for Bangla Pramit Bhattacharyya Arnab Bhattacharya 205 1 0 21 May 2025
Shared Path: Unraveling Memorization in Multilingual LLMs through Language Similarities Xiaoyu Luo Yiyi Chen Johannes Bjerva Qiongxiu Li 240 1 0 21 May 2025
Fragments to Facts: Partial-Information Fragment Inference from LLMs Lucas Rosenblatt Bin Han Robert Wolfe Bill Howe AAML 261 0 0 20 May 2025
Chain-of-Thought Driven Adversarial Scenario Extrapolation for Robust Language Models Md Rafi Ur Rashid Vishnu Asutosh Dasu Ye Wang Gang Tan Shagufta Mehnaz AAML ELM 320 0 0 20 May 2025
CURE: Concept Unlearning via Orthogonal Representation Editing in Diffusion Models Shristi Das Biswas Arani Roy Kaushik Roy DiffM 381 2 0 19 May 2025
NeuroGen: Neural Network Parameter Generation via Large Language Models Jiaqi Wang Yusen Zhang Xi Li 345 0 0 18 May 2025
A Unified and Scalable Membership Inference Method for Visual Self-supervised Encoder via Part-aware Capability Jie Zhu Jirong Zha Ding Li Leye Wang 400 1 0 15 May 2025
Improved Algorithms for Differentially Private Language Model Alignment Keyu Chen Hao Tang Qinglin Liu Yizhao Xu 202 0 0 13 May 2025
DP-TRAE: A Dual-Phase Merging Transferable Reversible Adversarial Example for Image Privacy ProtectionIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2025 Xia Du Jiajie Zhu Jizhe Zhou Chi-Man Pun Zheng Lin Cong Wu Zhaoyu Chen Jun Luo AAML 194 0 0 11 May 2025
Standing Firm in 5G: A Single-Round, Dropout-Resilient Secure Aggregation for Federated LearningWireless Network Security (WiSec), 2025 Yiwei Zhang R. Behnia Imtiaz Karim A. Yavuz Elisa Bertino 150 0 0 11 May 2025
Efficient Full-Stack Private Federated Deep Learning with Post-Quantum SecurityIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2025 Yiwei Zhang R. Behnia A. Yavuz Reza Ebrahimi E. Bertino FedML 242 1 0 09 May 2025
Privacy-Preserving Transformers: SwiftKey's Differential Privacy Implementation Abdelrahman Abouelenin M. Abdelrehim Raffy Fahim Amr Hendy Mohamed Afify 110 0 0 08 May 2025
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation Vaidehi Patil Yi-Lin Sung Peter Hase Jie Peng Jen-tse Huang Joey Tianyi Zhou AAML MU 468 6 0 01 May 2025
Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks?Database Security (DBSec), 2025 Hao Du Shang Liu Yang Cao AAML 401 0 0 28 Apr 2025
A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage Rui Xin Niloofar Mireshghallah Shuyue Stella Li Michael Duan Hyunwoo Kim Yejin Choi Yulia Tsvetkov Sewoong Oh Pang Wei Koh 347 18 0 28 Apr 2025
NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Rob Romijnders Stefanos Laskaridis Ali Shahin Shamsabadi Hamed Haddadi 249 0 0 25 Apr 2025
Anti-adversarial Learning: Desensitizing Prompts for Large Language Models Xuan Li Zhe Yin Xiaodong Gu Beijun Shen AAML MU 308 1 0 25 Apr 2025
Information Leakage of Sentence Embeddings via Generative Embedding Inversion AttacksAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Antonios Tragoudaras Theofanis Aslanidis Emmanouil Georgios Lionis Marina Orozco González Panagiotis Eustratiadis MIACV SILM 276 2 0 23 Apr 2025
ParaPO: Aligning Language Models to Reduce Verbatim Reproduction of Pre-training Data Tong Chen Faeze Brahman Hamish Ivison Niloofar Mireshghallah Weijia Shi Pang Wei Koh Luke Zettlemoyer Hannaneh Hajishirzi 264 3 0 20 Apr 2025
STAMP Your Content: Proving Dataset Membership via Watermarked Rephrasings Saksham Rastogi Pratyush Maini Danish Pruthi 406 6 0 18 Apr 2025
Memorization: A Close Look at Books Iris Ma Ian Domingo A. Krone-Martins Pierre Baldi Cristina V. Lopes 200 1 0 17 Apr 2025
SHA256 at SemEval-2025 Task 4: Selective Amnesia -- Constrained Unlearning for Large Language Models via Knowledge Isolation Saransh Agrawal Kuan-Hao Huang MU KELM 184 0 0 17 Apr 2025
Quantifying Privacy Leakage in Split Inference via Fisher-Approximated Shannon Information Analysis Ruijun Deng Zhihui Lu Qiang Duan Shijing Hu FedML 341 1 0 14 Apr 2025
Large Language Models Could Be Rote Learners Yuyang Xu Renjun Hu Haochao Ying Jian Wu Xing Shi Jialin Li ELM 840 0 0 11 Apr 2025
Sharpness-Aware Parameter Selection for Machine Unlearning Saber Malekmohammadi Hong kyu Lee Li Xiong MU 988 0 0 08 Apr 2025
Measuring Déjà vu Memorization EfficientlyNeural Information Processing Systems (NeurIPS), 2025 Narine Kokhlikyan Bargav Jayaraman Florian Bordes Chuan Guo Kamalika Chaudhuri 184 3 0 08 Apr 2025
Hide and Seek in Noise Labels: Noise-Robust Collaborative Active Learning with LLM-Powered AssistanceAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Bo Yuan Yulin Chen Yin Zhang Wei Jiang NoLa 372 20 0 03 Apr 2025
SemEval-2025 Task 4: Unlearning sensitive content from Large Language Models Anil Ramakrishna Yixin Wan Xiaomeng Jin Kai-Wei Chang Zhiqi Bu Bhanukiran Vinzamuri Volkan Cevher Mingyi Hong Rahul Gupta AILaw MU 937 5 0 02 Apr 2025