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Papers
CAPID: Context-Aware PII Detection for Question-Answering Systems
EACL 2026
Defeating Cerberus: Privacy-Leakage Mitigation in Vision Language Models
EACL 2026
Do LLMs Really Memorize Personally Identifiable Information? Revisiting PII Leakage with a Cue-Controlled Memorization Framework
ACL 2026
K-LegalDeID: A Benchmark Dataset and KLUEBERT-CRF for De-identification in Korean Court Judgments
EACL 2026
Knowledge Beyond Language: Bridging the Gap in Multilingual Machine Unlearning Evaluation
ACL 2026
PII-Bench: Evaluating Query-Aware Privacy Protection Systems
ACL 2026
Privacy-R1: Privacy-Aware Multi-LLM Agent Collaboration via Reinforcement Learning
ACL 2026
SecureGate: Learning When to Reveal PII Safely via Token-Gated Dual-Adapters for Federated LLMs
ACL 2026
Subject-level Inference for Realistic Text Anonymization Evaluation
ACL 2026
Thesis Proposal: Targeted and Unified Cross-Lingual Unlearning from Multilingual Language Models
ACL 2026
Be Cautious When Merging Unfamiliar LLMs: A Phishing Model Capable of Stealing Privacy
ACL 2025
EIA: ENVIRONMENTAL INJECTION ATTACK ON GENERALIST WEB AGENTS FOR PRIVACY LEAKAGE
ICLR 2025
Exploiting the Shadows: Unveiling Privacy Leaks through Lower-Ranked Tokens in Large Language Models
ACL 2025
Howard University-AI4PC at SemEval-2025 Task 4: Unlearning Sensitive Content From Large Language Models Using Finetuning and Distillation for Selective Knowledge Removal
SemEval 2025
How Private are Language Models in Abstractive Summarization?
EMNLP 2025
Indonesian Speech Content De-Identification in Low Resource Transcripts
COLING 2025
Machine Unlearning of Personally Identifiable Information in Large Language Models
EMNLP 2025
Merger-as-a-Stealer: Stealing Targeted PII from Aligned LLMs with Model Merging
EMNLP 2025
Mr. Snuffleupagus at SemEval-2025 Task 4: Unlearning Factual Knowledge from LLMs Using Adaptive RMU
SemEval 2025
NLPART at SemEval-2025 Task 4: Forgetting is harder than Learning
SemEval 2025
On the Vulnerability of Applying Retrieval-Augmented Generation within Knowledge-Intensive Application Domains
ICML 2025
PAPILLON: Privacy Preservation from Internet-based and Local Language Model Ensembles
NAACL 2025
PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization
ACL 2025
Privacy-centric Deep Motion Retargeting for Anonymization of Skeleton-Based Motion Visualization
ICCV 2025
Privacy Ripple Effects from Adding or Removing Personal Information in Language Model Training
ACL 2025