A new membership inference attack that spots memorization in generative and predictive models: Loss-Based with Reference Model algorithm (LBRM)
Fuente:
arXiv
Saved in:
| Main Authors: | Taleb, Faiz, Gazeau, Ivan, Laurent, Maryline |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Uncovering Memorization in Timeseries Imputation models: LBRM Membership Inference and its link to attribute Leakage
by: Taleb, Faiz, et al.
Published: (2026)
by: Taleb, Faiz, et al.
Published: (2026)
Exploring the limits of strong membership inference attacks on large language models
by: Hayes, Jamie, et al.
Published: (2025)
by: Hayes, Jamie, et al.
Published: (2025)
Training data membership inference via Gaussian process meta-modeling: a post-hoc analysis approach
by: Huang, Yongchao, et al.
Published: (2025)
by: Huang, Yongchao, et al.
Published: (2025)
Deep generative models as an adversarial attack strategy for tabular machine learning
by: Dyrmishi, Salijona, et al.
Published: (2024)
by: Dyrmishi, Salijona, et al.
Published: (2024)
A mathematical theory of balancing relational generalization and memorization
by: Cheng, Luke, et al.
Published: (2026)
by: Cheng, Luke, et al.
Published: (2026)
Short window attention enables long-term memorization
by: Cabannes, Loïc, et al.
Published: (2025)
by: Cabannes, Loïc, et al.
Published: (2025)
Deep sequence models tend to memorize geometrically; it is unclear why
by: Noroozizadeh, Shahriar, et al.
Published: (2025)
by: Noroozizadeh, Shahriar, et al.
Published: (2025)
When Losses Align: Gradient-Based Composite Loss Weighting for Efficient Pretraining
by: Karpukhin, Ivan, et al.
Published: (2026)
by: Karpukhin, Ivan, et al.
Published: (2026)
Towards the generation of hierarchical attack models from cybersecurity vulnerabilities using language models
by: Sowka, Kacper, et al.
Published: (2024)
by: Sowka, Kacper, et al.
Published: (2024)
Active inference and deep generative modeling for cognitive ultrasound
by: van Sloun, Ruud JG
Published: (2024)
by: van Sloun, Ruud JG
Published: (2024)
The challenge of generating and evolving real-life like synthetic test data without accessing real-world raw data -- a Systematic Review
by: Tammisto, Maj-Annika, et al.
Published: (2026)
by: Tammisto, Maj-Annika, et al.
Published: (2026)
An AI-powered Bayesian generative modeling approach for causal inference in observational studies
by: Liu, Qiao, et al.
Published: (2025)
by: Liu, Qiao, et al.
Published: (2025)
Diffusion model for relational inference
by: Zheng, Shuhan, et al.
Published: (2024)
by: Zheng, Shuhan, et al.
Published: (2024)
Effective backdoor attack on graph neural networks in link prediction tasks
by: Dai, Jiazhu, et al.
Published: (2024)
by: Dai, Jiazhu, et al.
Published: (2024)
Noisy Neighbors: Efficient membership inference attacks against LLMs
by: Galli, Filippo, et al.
Published: (2024)
by: Galli, Filippo, et al.
Published: (2024)
Accelerating the inference of string generation-based chemical reaction models for industrial applications
by: Andronov, Mikhail, et al.
Published: (2024)
by: Andronov, Mikhail, et al.
Published: (2024)
How adversarial attacks can disrupt seemingly stable accurate classifiers
by: Sutton, Oliver J., et al.
Published: (2023)
by: Sutton, Oliver J., et al.
Published: (2023)
An adaptive sampling algorithm for data-generation to build a data-manifold for physical problem surrogate modeling
by: Mang, Chetra, et al.
Published: (2025)
by: Mang, Chetra, et al.
Published: (2025)
FRAUD-RLA: A new reinforcement learning adversarial attack against credit card fraud detection
by: Lunghi, Daniele, et al.
Published: (2025)
by: Lunghi, Daniele, et al.
Published: (2025)
An attempt to generate new bridge types from latent space of energy-based model
by: Zhang, Hongjun
Published: (2024)
by: Zhang, Hongjun
Published: (2024)
Divide-and-Conquer Predictive Coding: a structured Bayesian inference algorithm
by: Sennesh, Eli, et al.
Published: (2024)
by: Sennesh, Eli, et al.
Published: (2024)
An Autonomous Network Orchestration Framework Integrating Large Language Models with Continual Reinforcement Learning
by: Shokrnezhad, Masoud, et al.
Published: (2025)
by: Shokrnezhad, Masoud, et al.
Published: (2025)
InFusionLayer: a CFA-based ensemble tool to generate new classifiers for learning and modeling
by: Roginek, Eric, et al.
Published: (2026)
by: Roginek, Eric, et al.
Published: (2026)
A hierarchical approach for assessing the vulnerability of tree-based classification models to membership inference attack
by: Preen, Richard J., et al.
Published: (2025)
by: Preen, Richard J., et al.
Published: (2025)
Concealed Adversarial attacks on neural networks for sequential data
by: Sokerin, Petr, et al.
Published: (2025)
by: Sokerin, Petr, et al.
Published: (2025)
Separable neural architectures as a primitive for unified predictive and generative intelligence
by: Batley, Reza T., et al.
Published: (2026)
by: Batley, Reza T., et al.
Published: (2026)
Extreme-value forest fire prediction A study of the Loss Function in an Ordinality Scheme
by: Caron, Nicolas, et al.
Published: (2026)
by: Caron, Nicolas, et al.
Published: (2026)
The Application of Artificial Neural Network Model to Predicting the Acid Mine Drainage from Long-Term Lab Scale Kinetic Test
by: Abfertiawan, Muhammad Sonny, et al.
Published: (2024)
by: Abfertiawan, Muhammad Sonny, et al.
Published: (2024)
Dynamic Loss-Based Sample Reweighting for Improved Large Language Model Pretraining
by: Sow, Daouda, et al.
Published: (2025)
by: Sow, Daouda, et al.
Published: (2025)
Review of algorithms for predicting fatigue using EEG
by: Rakhmatulin, Ildar
Published: (2024)
by: Rakhmatulin, Ildar
Published: (2024)
Fixed-point graph convolutional networks against adversarial attacks
by: Khan, Shakib, et al.
Published: (2025)
by: Khan, Shakib, et al.
Published: (2025)
HINTBench: Horizon-agent Intrinsic Non-attack Trajectory Benchmark
by: Wang, Jiacheng, et al.
Published: (2026)
by: Wang, Jiacheng, et al.
Published: (2026)
LLM enhanced graph inference for long-term disease progression modelling
by: He, Tiantian, et al.
Published: (2025)
by: He, Tiantian, et al.
Published: (2025)
Diffusion Tree Sampling: Scalable inference-time alignment of diffusion models
by: Jain, Vineet, et al.
Published: (2025)
by: Jain, Vineet, et al.
Published: (2025)
Properties that allow or prohibit transferability of adversarial attacks among quantized networks
by: Shrestha, Abhishek, et al.
Published: (2024)
by: Shrestha, Abhishek, et al.
Published: (2024)
A Semantic-Aware Multiple Access Scheme for Distributed, Dynamic 6G-Based Applications
by: Mazandarani, Hamidreza, et al.
Published: (2024)
by: Mazandarani, Hamidreza, et al.
Published: (2024)
Empirical evaluation of the Frank-Wolfe methods for constructing white-box adversarial attacks
by: Korotkova, Kristina, et al.
Published: (2025)
by: Korotkova, Kristina, et al.
Published: (2025)
An evaluation framework for synthetic data generation models
by: Livieris, Ioannis E., et al.
Published: (2024)
by: Livieris, Ioannis E., et al.
Published: (2024)
Synthetic data in cryptocurrencies using generative models
by: Sousa, André Saimon S., et al.
Published: (2026)
by: Sousa, André Saimon S., et al.
Published: (2026)
An overview of diffusion models for generative artificial intelligence
by: Gallon, Davide, et al.
Published: (2024)
by: Gallon, Davide, et al.
Published: (2024)
Similar Items
-
Uncovering Memorization in Timeseries Imputation models: LBRM Membership Inference and its link to attribute Leakage
by: Taleb, Faiz, et al.
Published: (2026) -
Exploring the limits of strong membership inference attacks on large language models
by: Hayes, Jamie, et al.
Published: (2025) -
Training data membership inference via Gaussian process meta-modeling: a post-hoc analysis approach
by: Huang, Yongchao, et al.
Published: (2025) -
Deep generative models as an adversarial attack strategy for tabular machine learning
by: Dyrmishi, Salijona, et al.
Published: (2024) -
A mathematical theory of balancing relational generalization and memorization
by: Cheng, Luke, et al.
Published: (2026)