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Privacy

490 directly classified papers

Papers per year

Papers

IncogniText: Privacy-enhancing Conditional Text Anonymization via LLM-based Private Attribute Randomization IJCNLP 2025

Prompt-based Unifying Inference Attack on Graph Neural Networks AAAI 2025

ReVision: A Dataset and Baseline VLM for Privacy-Preserving Task-Oriented Visual Instruction Rewriting IJCNLP 2025

FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge EMNLP 2025

Gamma-Guard: Lightweight Residual Adapters for Robust Guardrails in Large Language Models EMNLP 2025

Model-based Large Language Model Customization as Service EMNLP 2025

A Fully Probabilistic Perspective on Large Language Model Unlearning: Evaluation and Optimization EMNLP 2025

Leveraging Semantic Triples for Private Document Generation with Local Differential Privacy Guarantees EMNLP 2025

AI Sees Your Location—But With A Bias Toward The Wealthy World EMNLP 2025

How Private are Language Models in Abstractive Summarization? EMNLP 2025

Mjölnir: Breaking the Shield of Perturbation-Protected Gradients via Adaptive Diffusion AAAI 2025

ZIUM: Zero-Shot Intent-Aware Adversarial Attack on Unlearned Models ICCV 2025

CLMTracing: Black-box User-level Watermarking for Code Language Model Tracing EMNLP 2025

CBP-Tuning: Efficient Local Customization for Black-box Large Language Models EMNLP 2025

Certified Mitigation of Worst-Case LLM Copyright Infringement EMNLP 2025

Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing CVPR 2025

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

TUNI: A Textual Unimodal Detector for Identity Inference in CLIP Models NAACL 2025

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

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

TAROT: Task-Oriented Authorship Obfuscation Using Policy Optimization Methods NAACL 2025

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

Investigating User Perspectives on Differentially Private Text Privatization NAACL 2025

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

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