The authors introduce Reward Incremental Learning for text-to-image diffusion models and show that per-task LoRA adapters plus EMA distillation mitigate catastrophic forgetting while preserving general generation quality.
Lifelong machine learning
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Reward Incremental Learning in Text-to-Image Generation
The authors introduce Reward Incremental Learning for text-to-image diffusion models and show that per-task LoRA adapters plus EMA distillation mitigate catastrophic forgetting while preserving general generation quality.