ICASSP 2024

Learning Audio Concepts from Counterfactual Natural Language

Figure: Learning Audio Concepts from Counterfactual Natural Language

Ali Vosoughi, Luca Bondi, Ho-Hsiang Wu, Chenliang Xu

Counterfactual audio-language method for audio retrieval and zero-shot audio classification; paired with the published Bosch patent application US 2025/0124292 A1 (co-inventor).

My part. Developed audio-language representation learning methods for audio-text retrieval and zero-shot sound classification by augmenting CLAP-style training with LLM-generated counterfactual captions as structured hard negatives.

Counterfactual audio-language method for audio retrieval and zero-shot audio classification; paired with the published Bosch patent application US 2025/0124292 A1 (co-inventor).

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