Few-Shot Open-Set Audio Classification via Transductive Prototype Refinement and Class Logit Enhancement

Tianyan Deng, Yanxiong Li, Rui Gao +1

The paper proposes a two‑phase transductive method that refines class prototypes while down‑weighting unknown‑class audio samples, enabling few‑shot classification of known sounds…