2 papers
cs.LG2026
Unifying Detection and Adaptation in Task-Free Continual Learning
Dezheng Han, Anbang Zhang, Zhihao Zhu +1
To mitigate catastrophic forgetting in downstream continual learning (CL) for large language models (LLMs), existing methods typically constrain parameter updates or introduce task…
cs.CV2026
SE-MoLoRA: Shared-Expert LoRA Adapters for Domain-Specific Photographic Assessment
Bishwash Khanal, Anlan Zhang, Sasu Tarkoma +2
Vision-language models can describe images fluently, but they often fail to provide actionable photographic critique because semantic content and aesthetic judgment remain entangle…