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cs.CL2026
HERD: Harness-Evolving Recursive Distillation for Continual Learning
Xun Sun, Thanh Thi Nguyen, Thuy-Trang Vu
Continual learning requires a model to keep acquiring new skills and knowledge without compromising its existing capabilities. Parametric methods suffer from catastrophic forgettin…
cs.CL2026
MATO: Multi-objective Personalized Alignment with Test-time Optimization for Large Language Models
Linhao Luo, Thuy-Trang Vu, Van-Anh Nguyen +3
Aligning large language models (LLMs) with diverse and multifaceted user preferences is a fundamental challenge in personalized AI systems. Existing multi-objective alignment metho…