Cover Image

Leveraging Prediction Entropy for Automatic Prompt Weighting in Zero-Shot Audio-Language Classification

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Khoury, Karim El, Zanella, Maxime, Godelaine, Tiffanie, De Vleeschouwer, Christophe, Macq, Benoit
Format:	Preprint
Published:	2026
Subjects:	Sound Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Enhancing Remote Sensing Vision-Language Models for Zero-Shot Scene Classification
by: Khoury, Karim El, et al.
Published: (2024)

Conditional Random Fields for Interactive Refinement of Histopathological Predictions
by: Godelaine, Tiffanie, et al.
Published: (2026)

Few-Shot Adaptation Benchmark for Remote Sensing Vision-Language Models
by: Khoury, Karim El, et al.
Published: (2025)

Exploring Foundation Models Fine-Tuning for Cytology Classification
by: Dausort, Manon, et al.
Published: (2024)

Streamlined Hybrid Annotation Framework using Scalable Codestream for Bandwidth-Restricted UAV Object Detection
by: Khoury, Karim El, et al.
Published: (2024)

Optimizing Resources for On-the-Fly Label Estimation with Multiple Unknown Medical Experts
by: Bary, Tim, et al.
Published: (2025)

Improving Audio Classification by Transitioning from Zero- to Few-Shot
by: Taylor, James, et al.
Published: (2025)

Multi-label Zero-Shot Audio Classification with Temporal Attention
by: Dogan, Duygu, et al.
Published: (2024)

TSPE: Task-Specific Prompt Ensemble for Improved Zero-Shot Audio Classification
by: Anand, Nishit, et al.
Published: (2024)

Prototypical Contrastive Learning For Improved Few-Shot Audio Classification
by: Sgouropoulos, Christos, et al.
Published: (2025)

Zero Shot Audio to Audio Emotion Transfer With Speaker Disentanglement
by: Dutta, Soumya, et al.
Published: (2024)

Listenable Maps for Zero-Shot Audio Classifiers
by: Paissan, Francesco, et al.
Published: (2024)

When Denoising Hinders: Revisiting Zero-Shot ASR with SAM-Audio and Whisper
by: Islam, Akif, et al.
Published: (2026)

Zero-Shot Audio Captioning Using Soft and Hard Prompts
by: Zhang, Yiming, et al.
Published: (2024)

On Class Separability Pitfalls In Audio-Text Contrastive Zero-Shot Learning
by: Tavares, Tiago, et al.
Published: (2024)

Leveraging LLM Embeddings for Cross Dataset Label Alignment and Zero Shot Music Emotion Prediction
by: Liu, Renhang, et al.
Published: (2024)

Blind Audio Bandwidth Extension: A Diffusion-Based Zero-Shot Approach
by: Moliner, Eloi, et al.
Published: (2023)

Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion
by: Manor, Hila, et al.
Published: (2024)

Adaptive Test-Time Scaling for Zero-Shot Respiratory Audio Classification
by: Wang, Tsai-Ning, et al.
Published: (2026)

On the Transferability of Large-Scale Self-Supervision to Few-Shot Audio Classification
by: Heggan, Calum, et al.
Published: (2024)

Embedding-Space Diffusion for Zero-Shot Environmental Sound Classification
by: Sims, Ysobel, et al.
Published: (2024)

PAT: Parameter-Free Audio-Text Aligner to Boost Zero-Shot Audio Classification
by: Seth, Ashish, et al.
Published: (2024)

Exploring Meta Information for Audio-based Zero-shot Bird Classification
by: Gebhard, Alexander, et al.
Published: (2023)

APEX: Audio Prototype EXplanations for Classification Tasks
by: Kawa, Piotr, et al.
Published: (2026)

Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities
by: Kong, Zhifeng, et al.
Published: (2024)

Automatic Contextual Audio Denoising
by: Luong, Diep, et al.
Published: (2026)

A Dataset for Automatic Vocal Mode Classification
by: Hinrichs, Reemt, et al.
Published: (2026)

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

Unmute the Patch Tokens: Rethinking Probing in Multi-Label Audio Classification
by: Rauch, Lukas, et al.
Published: (2025)

CodecSep: Prompt-Driven Universal Sound Separation on Neural Audio Codec Latents
by: Banerjee, Adhiraj, et al.
Published: (2025)

Segmentwise Pruning in Audio-Language Models
by: Gibier, Marcel, et al.
Published: (2025)

Adaptive Discovery of Interpretable Audio Attributes with Multimodal LLMs for Low-Resource Classification
by: Yoshimura, Kosuke, et al.
Published: (2026)

Cross-Validated Cross-Channel Self-Attention and Denoising for Automatic Modulation Classification
by: Suman, Prakash, et al.
Published: (2026)

PALM: Few-Shot Prompt Learning for Audio Language Models
by: Hanif, Asif, et al.
Published: (2024)

Can Quantized Audio Language Models Perform Zero-Shot Spoofing Detection?
by: Dutta, Bikash, et al.
Published: (2025)

Audio Editing with Non-Rigid Text Prompts
by: Paissan, Francesco, et al.
Published: (2023)

Zero-Shot Mono-to-Binaural Speech Synthesis
by: Levkovitch, Alon, et al.
Published: (2024)

Zero-Shot to Zero-Lies: Detecting Bengali Deepfake Audio through Transfer Learning
by: Samu, Most. Sharmin Sultana, et al.
Published: (2025)

Zero-Shot Audio-Visual Editing via Cross-Modal Delta Denoising
by: Lin, Yan-Bo, et al.
Published: (2025)

Multiple-Instance, Cascaded Classification for Keyword Spotting in Narrow-Band Audio
by: AbdulKader, Ahmad, et al.
Published: (2017)