Copertina

Hidden in the Noise: Unveiling Backdoors in Audio LLMs Alignment through Latent Acoustic Pattern Triggers

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Lin, Liang, Yu, Miao, Luo, Kaiwen, Zhang, Yibo, Peng, Lilan, Wang, Dexian, Tang, Xuehai, Zhang, Yuanhe, Yang, Xikang, Zhou, Zhenhong, Wang, Kun, Liu, Yang
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Sound Computation and Language Audio and Speech Processing
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Do Models Hear Like Us? Probing the Representational Alignment of Audio LLMs and Naturalistic EEG
di: Yang, Haoyun, et al.
Pubblicazione: (2026)

AudioLCM: Text-to-Audio Generation with Latent Consistency Models
di: Liu, Huadai, et al.
Pubblicazione: (2024)

Video-to-Audio Generation with Hidden Alignment
di: Xu, Manjie, et al.
Pubblicazione: (2024)

High-Resolution Sustain Pedal Depth Estimation from Piano Audio Across Room Acoustics
di: Fang, Kun, et al.
Pubblicazione: (2025)

Interpretable Audio Editing Evaluation via Chain-of-Thought Difference-Commonality Reasoning with Multimodal LLMs
di: Jia, Yuhang, et al.
Pubblicazione: (2025)

LAFMA: A Latent Flow Matching Model for Text-to-Audio Generation
di: Guan, Wenhao, et al.
Pubblicazione: (2024)

Semantic-VAE: Semantic-Alignment Latent Representation for Better Speech Synthesis
di: Niu, Zhikang, et al.
Pubblicazione: (2025)

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

From Contrast to Commonality: Audio Commonality Captioning for Enhanced Audio-Text Cross-modal Understanding in Multimodal LLMs
di: Jia, Yuhang, et al.
Pubblicazione: (2025)

OmniCodec: Low Frame Rate Universal Audio Codec with Semantic-Acoustic Disentanglement
di: Hu, Jingbin, et al.
Pubblicazione: (2026)

STACodec: Semantic Token Assignment for Balancing Acoustic Fidelity and Semantic Information in Audio Codecs
di: Zhang, Kaiyuan, et al.
Pubblicazione: (2026)

ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs
di: Mousavi, Pooneh, et al.
Pubblicazione: (2025)

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

HiddenSpeaker: Generate Imperceptible Unlearnable Audios for Speaker Verification System
di: Zhang, Zhisheng, et al.
Pubblicazione: (2024)

Variational Bayesian Adaptive Learning of Deep Latent Variables for Acoustic Knowledge Transfer
di: Hu, Hu, et al.
Pubblicazione: (2025)

DARAS: Dynamic Audio-Room Acoustic Synthesis for Blind Room Impulse Response Estimation
di: Wang, Chunxi, et al.
Pubblicazione: (2025)

Advancing Multi-grained Alignment for Contrastive Language-Audio Pre-training
di: Li, Yiming, et al.
Pubblicazione: (2024)

AudioMarathon: A Comprehensive Benchmark for Long-Context Audio Understanding and Efficiency in Audio LLMs
di: He, Peize, et al.
Pubblicazione: (2025)

EchoDistill:Alignment Noisy-to-Clean Self-Distillation for Robust Audio LLMs
di: Lin, Liang, et al.
Pubblicazione: (2026)

Streaming Audio Transformers for Online Audio Tagging
di: Dinkel, Heinrich, et al.
Pubblicazione: (2023)

AAT: Adapting Audio Transformer for Various Acoustics Recognition Tasks
di: Liang, Yun, et al.
Pubblicazione: (2024)

Decoding Vocal Articulations from Acoustic Latent Representations
di: Cámara, Mateo, et al.
Pubblicazione: (2024)

Attention-weighted Centered Kernel Alignment for Knowledge Distillation in Large Audio-Language Models Applied to Speech Emotion Recognition
di: Yang, Qingran, et al.
Pubblicazione: (2026)

Noro: Noise-Robust One-shot Voice Conversion with Hidden Speaker Representation Learning
di: He, Haorui, et al.
Pubblicazione: (2024)

SAGA-SR: Semantically and Acoustically Guided Audio Super-Resolution
di: Im, Jaekwon, et al.
Pubblicazione: (2025)

Acoustic Teleportation via Disentangled Neural Audio Codec Representations
di: Grundhuber, Philipp, et al.
Pubblicazione: (2025)

VoiceBridge: General Speech Restoration with One-step Latent Bridge Models
di: Zhang, Chi, et al.
Pubblicazione: (2025)

DEAF: A Benchmark for Diagnostic Evaluation of Acoustic Faithfulness in Audio Language Models
di: Xiong, Jiaqi, et al.
Pubblicazione: (2026)

AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive Learning
di: Bai, Jisheng, et al.
Pubblicazione: (2023)

WavTokenizer: an Efficient Acoustic Discrete Codec Tokenizer for Audio Language Modeling
di: Ji, Shengpeng, et al.
Pubblicazione: (2024)

From Detection to Correction: Backdoor-Resilient Face Recognition via Vision-Language Trigger Detection and Noise-Based Neutralization
di: Wahida, Farah, et al.
Pubblicazione: (2025)

Online Audio-Visual Autoregressive Speaker Extraction
di: Pan, Zexu, et al.
Pubblicazione: (2025)

Past, Present, and Future of Spatial Audio and Room Acoustics
di: Koyama, Shoichi, et al.
Pubblicazione: (2025)

Audio Deepfake Verification
di: Wang, Li, et al.
Pubblicazione: (2025)

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation
di: Huang, Wen, et al.
Pubblicazione: (2025)

Latent Watermarking of Audio Generative Models
di: Roman, Robin San, et al.
Pubblicazione: (2024)

Evaluating Hallucinations in Audio-Visual Multimodal LLMs with Spoken Queries under Diverse Acoustic Conditions
di: Park, Hansol, et al.
Pubblicazione: (2025)

Spatio-temporal Latent Representations for the Analysis of Acoustic Scenes in-the-wild
di: Montero-Ramírez, Claudia, et al.
Pubblicazione: (2024)

Audio-Conditioned Diffusion LLMs for ASR and Deliberation Processing
di: Wang, Mengqi, et al.
Pubblicazione: (2025)

Rhythmic Foley: A Framework For Seamless Audio-Visual Alignment In Video-to-Audio Synthesis
di: Huang, Zhiqi, et al.
Pubblicazione: (2024)