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Papers
SIDE: Surrogate Conditional Data Extraction from Diffusion Models
AAAI 2026
Can Diffusion Models Generalize? Privacy and Fairness Trade-offs for Medical Data Sharing.
MIDL 2025
From Evasion to Concealment: Stealthy Knowledge Unlearning for LLMs
ACL 2025
From Teacher to Student: Tracking Memorization Through Model Distillation
ACL 2025
LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty
CVPR 2025
Membership and Memorization in LLM Knowledge Distillation
EMNLP 2025
Memorization Inheritance in Sequence-Level Knowledge Distillation for Neural Machine Translation
ACL 2025
PrivacyScalpel: Enhancing LLM Privacy via Interpretable Feature Intervention with Sparse Autoencoders
EMNLP 2025
Retracing the Past: LLMs Emit Training Data When They Get Lost
EMNLP 2025
Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning
EMNLP 2025
Variance-Based Membership Inference Attacks Against Large-Scale Image Captioning Models
CVPR 2025
Detection and Measurement of Syntactic Templates in Generated Text
EMNLP 2024
DIAGNOSIS: Detecting Unauthorized Data Usages in Text-to-image Diffusion Models
ICLR 2024
Efficiently Train ASR Models that Memorize Less and Perform Better with Per-core Clipping
Interspeech 2024
Membership Inference Attacks against Fine-tuned Large Language Models via Self-prompt Calibration
NeurIPS 2024
PII-Compass: Guiding LLM training data extraction prompts towards the target PII via grounding
ACL 2024
Teach LLMs to Phish: Stealing Private Information from Language Models
ICLR 2024
MoPe: Model Perturbation based Privacy Attacks on Language Models
EMNLP 2023
Redactor: A Data-Centric and Individualized Defense against Inference Attacks
AAAI 2023
Training Data Extraction From Pre-trained Language Models: A Survey
ACL 2023
Privacy Leakage in Text Classification A Data Extraction Approach
NAACL 2022
Provably Confidential Language Modelling
NAACL 2022
Training Text-to-Text Transformers with Privacy Guarantees
ACL 2022
Training Text-to-Text Transformers with Privacy Guarantees
NAACL 2022
Membership Inference Attacks Are Easier on Difficult Problems
ICCV 2021