2 papers
cs.LG2026
Fora: From Weight-Space to Function-Space Protection in Capability-Preserving Fine-Tuning
Rui Zhou, Tianci Xie
Full fine-tuning adapts large language models to new tasks but can erode capabilities they already possess. Existing remedies protect through proxies such as parameter distances, i…
cs.SD2025
Preserving Speaker Information in Direct Speech-to-Speech Translation with Non-Autoregressive Generation and Pretraining
Rui Zhou, Akinori Ito, Takashi Nose
Speech-to-Speech Translation (S2ST) refers to the conversion of speech in one language into semantically equivalent speech in another language, facilitating communication between s…