Cover Image

SoundBreak: A Systematic Study of Audio-Only Adversarial Attacks on Trimodal Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hussain, Aafiya, Srivastava, Gaurav, Ishmam, Alvi, Hakim, Zaber, Thomas, Chris
Format:	Preprint
Published:	2026
Subjects:	Sound Artificial Intelligence Computation and Language Machine Learning Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Leveraging Audio-Only Data for Text-Queried Target Sound Extraction
by: Saijo, Kohei, et al.
Published: (2024)

Weighted-Sampling Audio Adversarial Example Attack
by: Liu, Xiaolei, et al.
Published: (2019)

Transferable Adversarial Attacks on Audio Deepfake Detection
by: Farooq, Muhammad Umar, et al.
Published: (2025)

ReCLAP: Improving Zero Shot Audio Classification by Describing Sounds
by: Ghosh, Sreyan, et al.
Published: (2024)

Universal Acoustic Adversarial Attacks for Flexible Control of Speech-LLMs
by: Ma, Rao, et al.
Published: (2025)

Muting Whisper: A Universal Acoustic Adversarial Attack on Speech Foundation Models
by: Raina, Vyas, et al.
Published: (2024)

Controlling Whisper: Universal Acoustic Adversarial Attacks to Control Speech Foundation Models
by: Raina, Vyas, et al.
Published: (2024)

The NeurIPS 2023 Machine Learning for Audio Workshop: Affective Audio Benchmarks and Novel Data
by: Baird, Alice, et al.
Published: (2024)

SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models
by: Diao, Xingjian, et al.
Published: (2025)

Are Sounds Sound for Phylogenetic Reconstruction?
by: Häuser, Luise, et al.
Published: (2024)

A Pilot Study of GSLM-based Simulation of Foreign Accentuation Only Using Native Speech Corpora
by: Onda, Kentaro, et al.
Published: (2024)

Breaking the Barriers of Text-Hungry and Audio-Deficient AI
by: Tembine, Hamidou, et al.
Published: (2025)

AudioSpa: Spatializing Sound Events with Text
by: Feng, Linfeng, et al.
Published: (2025)

Region-Specific Audio Tagging for Spatial Sound
by: Zhao, Jinzheng, et al.
Published: (2025)

SoloAudio: Target Sound Extraction with Language-oriented Audio Diffusion Transformer
by: Wang, Helin, et al.
Published: (2024)

Audio-Visual Speech Enhancement in Noisy Environments via Emotion-Based Contextual Cues
by: Hussain, Tassadaq, et al.
Published: (2024)

AudioBERTScore: Objective Evaluation of Environmental Sound Synthesis Based on Similarity of Audio embedding Sequences
by: Kishi, Minoru, et al.
Published: (2025)

SoundBeam meets M2D: Target Sound Extraction with Audio Foundation Model
by: Hernandez-Olivan, Carlos, et al.
Published: (2024)

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

MiMo-Audio: Audio Language Models are Few-Shot Learners
by: Core Team, et al.
Published: (2025)

When Audio-LLMs Don't Listen: A Cross-Linguistic Study of Modality Arbitration
by: Billa, Jayadev
Published: (2026)

ACES: Evaluating Automated Audio Captioning Models on the Semantics of Sounds
by: Wijngaard, Gijs, et al.
Published: (2024)

SoundCollage: Automated Discovery of New Classes in Audio Datasets
by: Choi, Ryuhaerang, et al.
Published: (2024)

Effective Pre-Training of Audio Transformers for Sound Event Detection
by: Schmid, Florian, et al.
Published: (2024)

Enhance Temporal Relations in Audio Captioning with Sound Event Detection
by: Xie, Zeyu, et al.
Published: (2023)

Online Single-Channel Audio-Based Sound Speed Estimation for Robust Multi-Channel Audio Control
by: Fuglsig, Andreas Jonas, et al.
Published: (2026)

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

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

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

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

Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music
by: Ghosh, Sreyan, et al.
Published: (2026)

Covo-Audio Technical Report
by: Wang, Wenfu, et al.
Published: (2026)

DiffAttack: Diffusion-based Timbre-reserved Adversarial Attack in Speaker Identification
by: Wang, Qing, et al.
Published: (2025)

SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio Information
by: Yang, Chih-Kai, et al.
Published: (2025)

ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection
by: Gu, Hao, et al.
Published: (2025)

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

A Generalist Audio Foundation Model for Comprehensive Body Sound Auscultation
by: Wang, Pingjie, et al.
Published: (2024)

Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection
by: Han, Bing, et al.
Published: (2025)

Exploring Text-Queried Sound Event Detection with Audio Source Separation
by: Yin, Han, et al.
Published: (2024)

Study of Pre-processing Defenses against Adversarial Attacks on State-of-the-art Speaker Recognition Systems
by: Joshi, Sonal, et al.
Published: (2021)