Topic
lifelong learning
Artificial Intelligence #flow-matching#tts
FlowEdit: Associative Memory Framework Cuts TTS Pronunciation Errors by 92.7% Without Retraining
FlowEdit, a new lifelong adaptation framework for flow-matching text-to-speech systems, corrects pronunciation errors on out-of-vocabulary proper nouns without retraining. By storing corrections as latent edits in a Modern Hopfield Network, it achieves a 92.7% reduction in Phoneme Error Rate on 312 multilingual proper nouns while maintaining speech quality.
Jun 22, 2026 1 source
Artificial Intelligence #lifelong learning#visual-semantic pivoting
Lifelong Learning Framework HVSP-LL Reduces Geographic Bias in Urban Streetscape Inference by 38%
A new lifelong learning framework called HVSP-LL addresses geographic bias in urban streetscape inference, achieving a 38% reduction in inter-city perception gap and a 0.834 Spearman correlation on held-out cities. The method uses visual-semantic pivoting and equity-aware rehearsal to eliminate catastrophic forgetting.
Jun 16, 2026 1 source