Qiongxiu Li
4 papers · 2025–2026 · 4 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(12)
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The Questioner
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Research topics
Keywords
adversarial learning
(1)
multilingual nlp
(1)
cross-lingual transfer
(1)
diffusion model
(1)
adversarial purification
(1)
information leakage
(1)
membership inference
(1)
training data
(1)
personally identifiable information
(1)
defense mechanism
(1)
multilingual embedding
(1)
multilingual language model
(1)
multilingual large language model
(1)
security vulnerability
(1)
linguistic typology
(1)
language confusion
(1)
llm security
(1)
language entropy
(1)
large language model
(1)
language similarity
(1)
Papers
Do LLMs Really Memorize Personally Identifiable Information? Revisiting PII Leakage with a Cue-Controlled Memorization Framework
ACL 2026
ADBM: Adversarial Diffusion Bridge Model for Reliable Adversarial Purification
ICLR 2025
Large Language Models are Easily Confused: A Quantitative Metric, Security Implications and Typological Analysis
NAACL 2025
Shared Path: Unraveling Memorization in Multilingual LLMs through Language Similarities
EMNLP 2025