Cover Image

Audio Jailbreaks in Large Audio-Language Models: Taxonomy, Attack-Defense Analysis, and Cost-Aware Evaluation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Feng, Bo-Han, Liang, Yu-Hsuan Li, Liu, Chien-Feng, Chang, You-Hsuan, Chen, Yun-Nung
Format:	Preprint
Published:	2026
Subjects:	Sound Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Investigating Safety Vulnerabilities of Large Audio-Language Models Under Speaker Emotional Variations
by: Feng, Bo-Han, et al.
Published: (2025)

Causal Tracing of Audio-Text Fusion in Large Audio Language Models
by: Chen, Wei-Chih, et al.
Published: (2026)

ALICE: A Multifaceted Evaluation Framework of Large Audio-Language Models' In-Context Learning Ability
by: Piao, Yen-Ting, et al.
Published: (2026)

SAKE: Towards Editing Auditory Attribute Knowledge of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2025)

When Silence Matters: The Impact of Irrelevant Audio on Text Reasoning in Large Audio-Language Models
by: Li, Chen-An, et al.
Published: (2025)

AudioJailbreak: Jailbreak Attacks against End-to-End Large Audio-Language Models
by: Chen, Guangke, et al.
Published: (2025)

StyleBreak: Revealing Alignment Vulnerabilities in Large Audio-Language Models via Style-Aware Audio Jailbreak
by: Li, Hongyi, et al.
Published: (2025)

ToxicTone: A Mandarin Audio Dataset Annotated for Toxicity and Toxic Utterance Tonality
by: Luo, Yu-Xiang, et al.
Published: (2025)

Words at Play: Benchmarking Audio Pun Understanding in Large Audio-Language Models
by: Su, Yuchen, et al.
Published: (2026)

VCB Bench: An Evaluation Benchmark for Audio-Grounded Large Language Model Conversational Agents
by: Hu, Jiliang, et al.
Published: (2025)

Jailbreak-AudioBench: In-Depth Evaluation and Analysis of Jailbreak Threats for Large Audio Language Models
by: Cheng, Hao, et al.
Published: (2025)

Thinking with Sound: Audio Chain-of-Thought Enables Multimodal Reasoning in Large Audio-Language Models
by: Xiong, Zhen, et al.
Published: (2025)

Audio-DeepThinker: Progressive Reasoning-Aware Reinforcement Learning for High-Quality Chain-of-Thought Emergence in Audio Language Models
by: He, Xiang, et al.
Published: (2026)

MUGEN: Evaluating and Improving Multi-audio Understanding of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2026)

TASTE-Streaming: Towards Streamable Text-Aligned Speech Tokenization and Embedding for Spoken Language Modeling
by: Tseng, Liang-Hsuan, et al.
Published: (2026)

Resurfacing Paralinguistic Awareness in Large Audio Language Models
by: Yang, Hao, et al.
Published: (2026)

DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignment
by: Lu, Ke-Han, et al.
Published: (2025)

Audio Large Language Models Can Be Descriptive Speech Quality Evaluators
by: Chen, Chen, et al.
Published: (2025)

Hearing the Order: Investigating Position Bias in Large Audio-Language Models
by: Lin, Yu-Xiang, et al.
Published: (2025)

Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models
by: Song, Zirui, et al.
Published: (2025)

Step-Audio-AQAA: a Fully End-to-End Expressive Large Audio Language Model
by: Huang, Ailin, et al.
Published: (2025)

AudioBench: A Universal Benchmark for Audio Large Language Models
by: Wang, Bin, et al.
Published: (2024)

AudioTrust: Benchmarking the Multifaceted Trustworthiness of Audio Large Language Models
by: Li, Kai, et al.
Published: (2025)

Beyond Transcription: Unified Audio Schema for Perception-Aware AudioLLMs
by: Zhang, Linhao, et al.
Published: (2026)

How Auditory Knowledge in LLM Backbones Shapes Audio Language Models: A Holistic Evaluation
by: Lu, Ke-Han, et al.
Published: (2026)

HeadRouter: Dynamic Head-Weight Routing for Task-Adaptive Audio Token Pruning in Large Audio Language Models
by: He, Peize, et al.
Published: (2026)

AdvWave: Stealthy Adversarial Jailbreak Attack against Large Audio-Language Models
by: Kang, Mintong, et al.
Published: (2024)

Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models
by: Goel, Arushi, et al.
Published: (2025)

The Interspeech 2026 Audio Reasoning Challenge: Evaluating Reasoning Process Quality for Audio Reasoning Models and Agents
by: Ma, Ziyang, et al.
Published: (2026)

Audios Don't Lie: Multi-Frequency Channel Attention Mechanism for Audio Deepfake Detection
by: Feng, Yangguang
Published: (2024)

Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization
by: Fang, Zheng, et al.
Published: (2026)

Audio Hallucination Attacks: Probing the Reliability of Large Audio Language Models
by: Seth, Ashish, et al.
Published: (2026)

VIBE: Voice-Induced open-ended Bias Evaluation for Large Audio-Language Models via Real-World Speech
by: Lin, Yi-Cheng, et al.
Published: (2026)

Nudging Hidden States: Training-Free Model Steering for Chain-of-Thought Reasoning in Large Audio-Language Models
by: Ieong, Lok-Lam, et al.
Published: (2026)

Enhancing Temporal Understanding in Audio Question Answering for Large Audio Language Models
by: Sridhar, Arvind Krishna, et al.
Published: (2024)

All That Glitters Is Not Audio: Rethinking Text Priors and Audio Reliance in Audio-Language Evaluation
by: Foo, Leonardo Haw-Yang, et al.
Published: (2026)

AudioJudge: Understanding What Works in Large Audio Model Based Speech Evaluation
by: Manakul, Potsawee, et al.
Published: (2025)

ChronosAudio: A Comprehensive Long-Audio Benchmark for Evaluating Audio-Large Language Models
by: Luo, Kaiwen, et al.
Published: (2026)

Enhancing Automated Audio Captioning via Large Language Models with Optimized Audio Encoding
by: Liu, Jizhong, et al.
Published: (2024)

SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Models
by: Sun, Yirong, et al.
Published: (2026)