Introduces a Memory-as-a-Layer adapter that writes dialogue history into neural memory and reads it as a residual update to improve conversational speech emotion recognition on audio LLMs.
arXiv preprint arXiv:2510.09551 , year =
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Titans-as-a-Layer: Test-Time Memory for Conversational Speech Emotion Recognition
Introduces a Memory-as-a-Layer adapter that writes dialogue history into neural memory and reads it as a residual update to improve conversational speech emotion recognition on audio LLMs.