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Aditya Srinivas Menon

2 accepted papers

2026

Listen like a Teacher: Mitigating Whisper Hallucinations Using Adaptive Layer Attention and Knowledge Distillation

AAAI 2026technical

The Whisper model, an open-source automatic speech recognition system, is widely adopted for its strong performance across multilingual and zero-shot settings. However, it frequently suffers from hallucination errors, especially under noisy acoustic conditions. Previous works to reduce hallucination

Cited by 0SourcePDFScholar
2026

WINDOWED SUMMARYMIXING: AN EFFICIENT FINE-TUNING OF SELF-SUPERVISED LEARNING MODELS FOR LOW-RESOURCE SPEECH RECOGNITION

ICASSP 2026poster

Self-supervised learning (SSL) has advanced speech processing but suffers from quadratic complexity due to self-attention. To address this, SummaryMixing (SM) has been proposed as a linear-time alternative that summarizes entire utterances using mean pooling but lacks sufficient local context. In th…

Cited by 0SourcePDFScholar