Literature Database

SemField: A Simple, Linear, Continuous, yet Robust Semantic Watermark

Authors: Varun Gumma, Navonil Majumdar, Soujanya Poria | Published: 2026-10-08
Model Performance Evaluation
Statistical Analysis
透かし攻撃

Same Outcome, Different Evidence: Intent Recovery in LLM Safety Evaluation

Authors: Haitong Jiang, Chunlin Liu, Sihan Tang, Chan Wu, Xiaoqing Su, Yuhong Feng | Published: 2026-10-08
Prompt leaking
Model Performance Evaluation
Calculation of Output Harmfulness

LTBD: Learnable Trust-Boundary Delimiters for Prompt Injection Defense

Authors: Luman Zhao, Minghui Xu, Yue Zhang, Yijun Yang | Published: 2026-10-08
セキュリティ考慮
Prompt Injection
Model Protection Methods

SoK: Are LLMs Reliable at Source Code Recovery? A Taxonomy and Empirical Evaluation

Authors: Varun Kohli, Lee Bing Cheng, Nur Hazim Ghazali, Gao Yuze, Daryl Poon, Dinil Mon Divakaran | Published: 2026-10-08
RAG
デコンパイルの課題
Model Extraction Attack

Writing for the Reviewer: Defensive Writing in GPT Models

Authors: Junchi Liao | Published: 2026-10-08
Bias
Model Performance Evaluation
文献レビュー

Language Modeling is Monotone Compression

Authors: Noam Mazor, Andrew Morgan, Rafael Pass | Published: 2026-10-08
Information-Theoretic Approach
Deep Learning
Communication Efficiency

NOMOS: Compiling Written Policies into Statically Verified Tool-Call Gates for LLM Agents

Authors: Min-Young Yu, Tony Kim, Jang Won Choi | Published: 2026-10-08
セキュリティ考慮
ルール検証
Vulnerability Assessment Method

Open-MMUnlearning: Unifying Methods and Evaluation for MLLM Unlearning

Authors: Junkai Chen, Yuhao He, Qianshan Wei, Junxiang You, Jingwen Shao, Junkai Lin, Zhongkai Yue, Xiaotian Ye, Zhengbo Jiao, Jiali Cheng, Zhijie Deng, Kening Zheng, Ruiqi Liu, Hadi Amiri, Yi Yu, Zhenan Sun, Qi Li, Ka-Ho Chow, Sijia Liu, Liang Wang, Jiaqi Li, Shu Wu | Published: 2026-10-07
Dataset evaluation
Model Performance Evaluation
評価のバランス

SLDR: Defending Against Malicious Fine-tuning via Selective Layers Recovery and Dynamic Routing

Authors: Hui Zhang, Yachao Yuan, Jiayun Wang, Yuanzhuo Li, Hongtao Wang, Yali Yuan | Published: 2026-10-07
Model DoS
倫理基準遵守
Calculation of Output Harmfulness

On the Reliability of LLM-Based Vulnerability Patching Benchmarks

Authors: Dang K Le, Wenxuan Shi, Xinyu Xing | Published: 2026-10-07
Disabling Safety Mechanisms of LLM
Dataset evaluation
Vulnerability Assessment Method