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Privacy

490 directly classified papers

Papers per year

Papers

Web Intellectual Property at Risk: Preventing Unauthorized Real-Time Retrieval by Large Language Models EMNLP 2025

SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains EMNLP 2025

Certified Mitigation of Worst-Case LLM Copyright Infringement EMNLP 2025

FedHAN: A Cache-Based Semi-Asynchronous Federated Learning Framework Defending Against Poisoning Attacks in Heterogeneous Clients IJCAI 2025

Investigating How Pre-training Data Leakage Affects Models’ Reproduction and Detection Capabilities EMNLP 2025

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models ACL 2025

Estimating Privacy Leakage of Augmented Contextual Knowledge in Language Models ACL 2025

MEraser: An Effective Fingerprint Erasure Approach for Large Language Models ACL 2025

MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models ACL 2025

Protecting Users From Themselves: Safeguarding Contextual Privacy in Interactions with Conversational Agents ACL 2025

Quantifying Memorization in Continual Pre-training with Japanese General or Industry-Specific Corpora ACL 2025

1-2-3 Check: Enhancing Contextual Privacy in LLM via Multi-Agent Reasoning ACL 2025

CAMPHOR: Collaborative Agents for Multi-input Planning and High-Order Reasoning On Device ACL 2025

NeuroReset : LLM Unlearning via Dual Phase Mixed Methodology ACL 2025

Anti-Tamper Protection for Unauthorized Individual Image Generation ICCV 2025

Staining and Locking Computer Vision Models Without Retraining ICCV 2025

I Know You Did Not Write That! A Sampling Based Watermarking Method for Identifying Machine Generated Text COLING 2025

Geminio: Language-Guided Gradient Inversion Attacks in Federated Learning ICCV 2025

Balancing Forget Quality and Model Utility: A Reverse KL-Divergence Knowledge Distillation Approach for Better Unlearning in LLMs NAACL 2025

From Teacher to Student: Tracking Memorization Through Model Distillation ACL 2025

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization ACL 2025

SEPS: A Separability Measure for Robust Unlearning in LLMs EMNLP 2025

Keep Security! Benchmarking Security Policy Preservation in Large Language Model Contexts Against Indirect Attacks in Question Answering EMNLP 2025

A Middle Path for On-Premises LLM Deployment: Preserving Privacy Without Sacrificing Model Confidentiality EMNLP 2025

Masks and Mimicry: Strategic Obfuscation and Impersonation Attacks on Authorship Verification NAACL 2025