2026
Meta-UCF: Unified Task-Conditioned LoRA Generation for Continual Learning in Large Language Models
ICLR 2026poster
Large language models are increasingly deployed in settings where newtasks arrive continuously, yet existing parameter-efficient finetuning (PEFT) methods either bloat linearly with the task horizon or sacrifice deep adaptation, leaving catastrophic forgetting unresolved. We aim to achieve memory-co…