Survey LOW
Yuntao Wang, Siamak P. Najad-Davarani, Elizabeth Bossart +3 more
Background: Modern large language models (LLMs) offer powerful reasoning that converts narratives into structured, taxonomy-aligned data, revealing...
4 months ago physics.med-ph
PDF
Defense LOW
Ahmad Tahmasivand, Noureldin Zahran, Saba Al-Sayouri +2 more
This paper presents LM-Fix, a lightweight detection and rapid recovery framework for faults in large language models (LLMs). Existing integrity...
4 months ago cs.SE cs.AI cs.AR
PDF
Attack HIGH
Chen-Wei Chang, Shailik Sarkar, Hossein Salemi +7 more
Scam detection remains a critical challenge in cybersecurity as adversaries craft messages that evade automated filters. We propose a Hierarchical...
4 months ago cs.CR cs.AI
PDF
Tool LOW
Congcong Chen, Xinyu Liu, Kaifeng Huang +2 more
Graph Neural Networks (GNNs) have marked significant impact in traffic state prediction, social recommendation, knowledge-aware question answering...
4 months ago cs.CR cs.LG
PDF
Attack HIGH
Daniyal Ganiuly, Assel Smaiyl
Large Language Models (LLMs) are increasingly used in intelligent systems that perform reasoning, summarization, and code generation. Their ability...
4 months ago cs.CR cs.AI
PDF
Benchmark MEDIUM
Hanzhong Liang, Yue Duan, Xing Su +5 more
As the Web3 ecosystem evolves toward a multi-chain architecture, cross-chain bridges have become critical infrastructure for enabling...
Attack HIGH
Hamin Koo, Minseon Kim, Jaehyung Kim
Identifying the vulnerabilities of large language models (LLMs) is crucial for improving their safety by addressing inherent weaknesses. Jailbreaks,...
Survey HIGH
Qin Zhou, Zhexin Zhang, Zhi Li +1 more
With the rapid advancement of AI models, their deployment across diverse tasks has become increasingly widespread. A notable emerging application is...
4 months ago cs.CL cs.CR
PDF
Tool HIGH
Minseok Kim, Hankook Lee, Hyungjoon Koo
Large language models (LLMs) are reshaping numerous facets of our daily lives, leading widespread adoption as web-based services. Despite their...
4 months ago cs.CR cs.AI cs.IR
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Other MEDIUM
Sogol Masoumzadeh
Timely identification of issue reports reflecting software vulnerabilities is crucial, particularly for Internet-of-Things (IoT) where analysis is...
4 months ago cs.SE cs.AI cs.CR
PDF
Benchmark LOW
Siyuan Li, Yaowen Zheng, Hong Li +7 more
In modern software ecosystems, 1-day vulnerabilities pose significant security risks due to extensive code reuse. Identifying vulnerable functions in...
Defense LOW
Ayşe Selin Okatan, Mustafa İlhan Akbaş, Laxima Niure Kandel +1 more
We analyze subliminal transfer in Transformer models, where a teacher embeds hidden traits that can be linearly decoded by a student without...
4 months ago eess.SP cs.AI cs.CR
PDF
Other MEDIUM
Yuhan Cao, Yu Wang, Sitong Liu +3 more
The widespread adoption of Large Language Models (LLMs) through Application Programming Interfaces (APIs) induces a critical vulnerability: the...
4 months ago cs.GT cs.AI
PDF
Attack HIGH
Xin Liu, Aoyang Zhou, Aoyang Zhou
Visual-Language Pre-training (VLP) models have achieved significant performance across various downstream tasks. However, they remain vulnerable to...
4 months ago cs.CV cs.AI
PDF
Attack HIGH
Berk Atil, Rebecca J. Passonneau, Fred Morstatter
Large language models (LLMs) undergo safety alignment after training and tuning, yet recent work shows that safety can be bypassed through jailbreak...
Attack MEDIUM
Kasimir Schulz, Amelia Kawasaki, Leo Ring
Large language models (LLMs) are widely deployed across various applications, often with safeguards to prevent the generation of harmful or...
4 months ago cs.CR cs.AI
PDF
Tool LOW
Dong Chen, Yanzhe Wei, Zonglin He +7 more
Large language models (LLMs) offer transformative potential for clinical decision support in spine surgery but pose significant risks through...
4 months ago cs.LG cs.AI cs.CY
PDF
Attack HIGH
Peng Ding, Jun Kuang, Wen Sun +5 more
Large language models (LLMs) remain vulnerable to jailbreaking attacks despite their impressive capabilities. Investigating these weaknesses is...
Attack HIGH
Phil Blandfort, Robert Graham
Activation probes are attractive monitors for AI systems due to low cost and latency, but their real-world robustness remains underexplored. We ask:...
4 months ago cs.LG cs.AI
PDF
Benchmark MEDIUM
Ariyan Hossain, Khondokar Mohammad Ahanaf Hannan, Rakinul Haque +4 more
Gender bias in language models has gained increasing attention in the field of natural language processing. Encoder-based transformer models, which...
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